List of references:
readingdataOK <- TRUE
tryCatch(
expr = {
# Loading the full dataset
data_full <- read_csv("Book1.csv",
col_types = cols(SrcBytes = col_integer(),
DstBytes = col_integer(), Land = col_integer(),
WrongFragment = col_integer(), Urgent = col_number(),
Hot = col_number(), NumFailedLogin = col_integer()))
# Loading the training dataset
data <- read.csv (file="Book2.csv",header=T)
# Loading a reference data set with for each data feature: a name, data type, stastictical type and description
# This info was collected from:
# - the header record for the name,
# - the R command str(data) for the data type,
# - the kddcup.names (http://kdd.org/cupfiles/KDDCupData/1999/kddcup.names) for the statistical type
# - and asking chatgpt for a brief functional description for each field
features <- read.csv (file="features.csv",header=T)
nfeatures <- nrow(features)
# Loading a data set with a categorization of the response variable: attack types
# (https://kdd.org/cupfiles/KDDCupData/1999/training_attack_types)
attackcats <- read.csv (file="attack_types.csv",header=F, col.names = c("Attack", "Category"))
# Addition of response variable features based on the data$Attack values
data$AttackCat <- apply(data, 1, function(row){
category <- attackcats$Category[attackcats$Attack == row['Attack']]
if(row['Attack']=='normal.'){
category <- 'normal'
}else if (length(category) == 0) {
category <- "unknown"
}else if (length(category) > 1) {
category <- category[1]
}
return(category)
})
data$IsAttack <- apply(data, 1, function(row){
isattack <- 0
if(row['Attack']!='normal.'){
isattack <- 1
}
return(isattack)
})
knitr::kable(features)
}, error = function(e){
readingdataOK <- FALSE
print(e)
}, warning = function(w){
print(w)
}
)
| Feature | DataType | StatType | Description |
|---|---|---|---|
| Duration | int | continuous | The duration of the connection in seconds. It represents the length of time the connection lasted. |
| ProtocolType | chr | symbolic | The protocol type of the network connection, such as TCP, UDP, ICMP, etc. It indicates the communication protocol used in the connection. |
| Service | chr | symbolic | The specific service or application associated with the network connection, such as http, ftp, smtp, etc. It represents the service or application layer protocol running on top of the network protocol. |
| Flag | chr | symbolic | Represents the status of the connection, indicating whether it is normal or if specific flags are set in the network packets. It provides information about the connection status, such as whether it is established, closed, or has certain flags set. |
| SrcBytes | int | continuous | The number of data bytes transferred from source to destination. They indicate the amount of data transferred between the source and destination hosts. |
| DstBytes | int | continuous | The number of data bytes transferred from destination to source. They indicate the amount of data transferred between the destination and source hosts. |
| Land | int | symbolic | Indicates whether the connection is from/to the same host/port (land attack). It is a binary field that indicates if the connection is a “land” attack, where the source and destination IP addresses and ports are the same. |
| WrongFragment | int | continuous | The number of wrong fragments received or sent. It represents the count of improperly formed or malformed IP fragments. |
| Urgent | int | symbolic | The number of urgent packets. It indicates the number of packets with the urgent bit set. |
| Hot | int | continuous | Indicates whether the login belongs to a “hot” list, which is a list of hosts that are considered potentially vulnerable or suspicious. |
| NumFailedLogin | int | symbolic | The number of failed login attempts. It represents the count of failed login attempts in the session. |
| LoggedIn | int | symbolic | Indicates whether the login was successfully performed. It is a binary field that indicates if the login was successful or not. |
| NumCompromised | int | continuous | The number of compromised conditions. It represents the count of compromised conditions in the session. |
| RootShell | int | symbolic | Indicates whether the root shell was obtained. It is a binary field that indicates if the root shell was obtained in the session. |
| SuAttempted | int | symbolic | Indicates whether the su command was attempted. It is a binary field that indicates if the su command was attempted in the session. |
| NumRoot | int | continuous | The number of root accesses. It represents the count of root accesses in the session. |
| NumFile | int | continuous | The number of file creations. It represents the count of file creations in the session. |
| NumShells | int | symbolic | The number of shell prompts. It represents the count of shell prompts in the session. |
| NumAccessFiles | int | symbolic | The number of access control files. It represents the count of access control files in the session. |
| NumOutboundCmds | int | continuous | The number of outbound commands. It represents the count of outbound commands in the session. |
| IsHostLogin | int | symbolic | Indicates whether the login is a host login, which is a login attempt where the source of the login is a host machine, as opposed to a user login where the source is a specific user. It has a value of 1 if the login is a host login and 0 otherwise. |
| IsGuestLogin | int | symbolic | Indicates if the login is a guest login. It is a binary field that indicates if the login is a guest login. |
| Count | int | continuous | Represents the number of connections to the same host in the past two seconds. It indicates the count of connections to the same destination host within a specific time window. |
| SrvCount | int | continuous | The number of connections to the same service in the past two seconds. It represents the count of connections to the same service within a specific time window. |
| SerrorRate | num | continuous | The percentage of connections that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections. |
| SrvSerrorRate | num | continuous | The percentage of connections to the same service that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service. |
| RerrorRate | num | continuous | The percentage of connections that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections. |
| SrvRerrorRate | num | continuous | The percentage of connections to the same service that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections to the same service. |
| SameSrvRate | num | continuous | The percentage of connections to the same service. It represents the ratio of connections to the same service to the total number of connections. |
| DiffSrvRate | num | continuous | The percentage of connections to different services. It indicates the ratio of connections to different services to the total number of connections. |
| SrvDiffHostRate | num | continuous | The percentage of connections to different hosts for the same service. It is the ratio of connections to different hosts for the same service to the total number of connections to the same service. |
| DstHostCount | int | continuous | The number of connections to the same destination host. It represents the count of connections to the same destination host. |
| DstHostSrvCount | int | continuous | The number of connections to the same service on the destination host. It indicates the count of connections to the same service on the destination host. |
| DstHostSameSrvRate | num | continuous | The percentage of connections to the same service on the destination host. It is the ratio of connections to the same service on the destination host to the total number of connections to the destination host. |
| DstHostDiffSrvRate | num | continuous | The percentage of connections to different services on the destination host. It represents the ratio of connections to different services on the destination host to the total number of connections to the destination host. |
| DstHostSameSrcPortRate | num | continuous | The percentage of connections from the same source port to the destination host. It is the ratio of connections from the same source port to the destination host to the total number of connections to the destination host. |
| DstHostSrvDiffHostRate | num | continuous | The percentage of connections to the same service on different hosts. It indicates the ratio of connections to the same service on different hosts to the total number of connections to the same service. |
| DstHostSerrorRate | num | continuous | The percentage of connections to the destination host that have SYN errors. It represents the ratio of connections with SYN errors to the total number of connections to the destination host. |
| DstHostSrvSerrorRate | num | continuous | The percentage of connections to the same service on the destination host that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service on the destination host. |
| DstHostRerrorRate | num | continuous | The percentage of connections to the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the destination host. |
| DstHostSrvRerrorRate | num | continuous | The percentage of connections to the same service on the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the same service on the destination host. |
| Attack | chr | symbolic | Response variable with a value for each type of attack and the value normal. when no attack was suffered for the case. |
| AttackCat | chr | symbolic | Response variable with a value for each category of attack and the value normal. when no attack was suffered for the case. |
| IsAttack | boolean | symbolic | Response variable with the value ‘1’ when the case suffered an attack and ‘0’ when not, also corresponding to when the Attack feature equals “normal.”. |
corr_matrix <- cor(select_if(data, is.numeric))
## Warning in cor(select_if(data, is.numeric)): the standard deviation is zero
print(corr_matrix)
## Duration SrcBytes DstBytes Land
## Duration 1.0000000000 4.820843e-03 0.0246600553 -9.366369e-04
## SrcBytes 0.0048208431 1.000000e+00 0.0187303514 -1.448077e-04
## DstBytes 0.0246600553 1.873035e-02 1.0000000000 -9.612489e-04
## Land -0.0009366369 -1.448077e-04 -0.0009612489 1.000000e+00
## WrongFragment -0.0028360873 -3.823256e-04 -0.0029101764 -3.526245e-04
## Urgent 0.0018638878 -4.583216e-05 0.0059758186 -1.133968e-04
## Hot 0.0074406732 3.806322e-03 0.0071163186 -7.282038e-04
## NumFailedLogin -0.0056400866 -1.006719e-03 -0.0059676134 -8.409388e-04
## LoggedIn -0.0675644251 -8.783828e-03 0.0714728341 -1.281214e-02
## NumCompromised 0.0911852538 1.585081e-04 0.0317575210 -9.912111e-05
## RootShell 0.0216972348 -1.632277e-04 0.0197600714 -3.057650e-04
## SuAttempted 0.0795703964 1.190025e-04 0.0240788989 -8.192790e-05
## NumRoot 0.0904805738 -6.367241e-05 0.0312023988 -8.358027e-05
## NumFile 0.0296634148 -6.691971e-06 0.0019972682 -1.074055e-04
## NumShells 0.0038751253 -3.373342e-05 0.0037122341 -1.399671e-04
## NumAccessFiles 0.0137270847 -5.536569e-04 0.0085557740 -5.664176e-04
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.0003326144 -1.602330e-04 -0.0008059175 -1.344751e-04
## IsGuestLogin 0.0158316188 -1.245673e-03 -0.0067529218 -1.058118e-03
## Count -0.0528721451 -7.869427e-03 -0.0525209653 -6.888870e-03
## SrvCount -0.0228071244 -2.844733e-03 -0.0163835506 -3.319797e-03
## SerrorRate -0.0100029667 -4.238238e-03 -0.0269076298 3.355739e-02
## SrvSerrorRate -0.0125610967 -4.220609e-03 -0.0267967850 3.321412e-02
## RerrorRate -0.0150308719 -2.922439e-03 -0.0459875863 -5.629292e-03
## SrvRerrorRate -0.0135058265 -2.890222e-03 -0.0455834682 -5.589149e-03
## SameSrvRate 0.0542545432 8.520797e-03 0.0567067912 6.899939e-03
## DiffSrvRate -0.0191337367 -3.589710e-03 -0.0245547722 -3.124207e-03
## SrvDiffHostRate -0.0232651996 -3.833327e-03 0.0033604080 3.191116e-02
## DstHostCount 0.0434152669 -3.905840e-03 -0.0434548869 -1.213619e-02
## DstHostSrvCount -0.0099640962 -9.820165e-03 0.0410859030 -1.486582e-02
## DstHostSameSrvRate -0.0092080370 -4.548945e-03 0.0418421082 -2.429287e-03
## DstHostDiffSrvRate 0.0434028812 1.175988e-03 -0.0243670598 -1.576874e-03
## DstHostSameSrcPortRate -0.0173530257 1.147657e-02 -0.0063563005 2.363920e-02
## DstHostSrvDiffHostRate -0.0142543952 6.490647e-03 0.0236598616 9.301786e-02
## DstHostSerrorRate 0.0497614914 -4.434385e-03 -0.0290616499 2.008967e-02
## DstHostSrvSerrorRate 0.0584493907 -4.329128e-03 -0.0268627570 2.739938e-02
## DstHostRerrorRate -0.0115851941 -5.498156e-03 -0.0462121766 -5.676859e-03
## DstHostSrvRerrorRate -0.0270977616 -5.519922e-03 -0.0453704019 -5.590117e-03
## IsAttack 0.0897135601 1.257878e-02 -0.0646539652 1.378154e-02
## WrongFragment Urgent Hot NumFailedLogin
## Duration -0.0028360873 1.863888e-03 0.0074406732 -0.0056400866
## SrcBytes -0.0003823256 -4.583216e-05 0.0038063218 -0.0010067188
## DstBytes -0.0029101764 5.975819e-03 0.0071163186 -0.0059676134
## Land -0.0003526245 -1.133968e-04 -0.0007282038 -0.0008409388
## WrongFragment 1.0000000000 -3.433596e-04 -0.0022049626 -0.0025463184
## Urgent -0.0003433596 1.000000e+00 0.0534327741 -0.0008188440
## Hot -0.0022049626 5.343277e-02 1.0000000000 0.0079297174
## NumFailedLogin -0.0025463184 -8.188440e-04 0.0079297174 1.0000000000
## LoggedIn -0.0387944834 8.850734e-03 0.0541421651 -0.0893976886
## NumCompromised -0.0003001335 7.030811e-02 0.0228040786 0.0007323343
## RootShell -0.0009258402 3.476652e-01 0.1203381326 0.0032210240
## SuAttempted -0.0002480734 -7.977533e-05 0.0049617833 -0.0005916053
## NumRoot -0.0002530767 9.623842e-02 0.0199953369 0.0005288674
## NumFile -0.0003252181 2.193479e-02 0.5824777544 0.0047791042
## NumShells -0.0004238128 7.582975e-02 0.0419282234 -0.0010107088
## NumAccessFiles -0.0017150828 6.633456e-02 0.0271253065 0.0089544507
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.0004071836 -1.309419e-04 0.0323539464 0.0113651635
## IsGuestLogin -0.0032039262 -1.030317e-03 0.4313461139 0.1442911318
## Count -0.0103134118 -6.707873e-03 -0.0425575149 -0.0496337187
## SrvCount 0.0104155563 -3.407278e-03 -0.0193844045 -0.0250495231
## SerrorRate -0.0109430476 -3.519061e-03 -0.0214490370 -0.0239792942
## SrvSerrorRate -0.0108896366 -3.501885e-03 -0.0214597889 -0.0238724811
## RerrorRate -0.0170451991 -5.481388e-03 -0.0307625391 -0.0296130555
## SrvRerrorRate -0.0169236484 -5.442300e-03 -0.0312273418 -0.0293525934
## SameSrvRate 0.0208926508 6.718650e-03 0.0392360146 0.0496431163
## DiffSrvRate -0.0094599353 -3.042122e-03 -0.0011244849 -0.0216057056
## SrvDiffHostRate 0.0068932542 -4.449994e-03 -0.0153831704 -0.0323326308
## DstHostCount -0.0168643948 -1.255194e-02 0.0001285795 0.0378157871
## DstHostSrvCount -0.0333013394 -1.215022e-02 -0.0409310583 -0.0157409546
## DstHostSameSrvRate -0.0125431916 -4.805203e-03 -0.0304641009 -0.0143901021
## DstHostDiffSrvRate 0.0128077492 1.144023e-02 0.0327611498 -0.0089946892
## DstHostSameSrcPortRate 0.0621266738 4.583047e-03 -0.0117883428 -0.0254588726
## DstHostSrvDiffHostRate 0.0613275187 1.060031e-02 -0.0044461930 -0.0203653466
## DstHostSerrorRate -0.0047738762 -2.367325e-03 -0.0158562743 -0.0254439815
## DstHostSrvSerrorRate -0.0109200857 -3.466025e-03 -0.0208540874 -0.0246906902
## DstHostRerrorRate -0.0111560038 -4.648344e-03 -0.0203493267 -0.0375697206
## DstHostSrvRerrorRate -0.0169265801 -4.356155e-04 -0.0319576241 -0.0316639397
## IsAttack -0.0022320283 1.341944e-02 0.0359512068 0.0960341045
## LoggedIn NumCompromised RootShell SuAttempted
## Duration -0.067564425 9.118525e-02 0.0216972348 7.957040e-02
## SrcBytes -0.008783828 1.585081e-04 -0.0001632277 1.190025e-04
## DstBytes 0.071472834 3.175752e-02 0.0197600714 2.407890e-02
## Land -0.012812140 -9.912111e-05 -0.0003057650 -8.192790e-05
## WrongFragment -0.038794483 -3.001335e-04 -0.0009258402 -2.480734e-04
## Urgent 0.008850734 7.030811e-02 0.3476652314 -7.977533e-05
## Hot 0.054142165 2.280408e-02 0.1203381326 4.961783e-03
## NumFailedLogin -0.089397689 7.323343e-04 0.0032210240 -5.916053e-04
## LoggedIn 1.000000000 7.736499e-03 0.0238652532 6.394552e-03
## NumCompromised 0.007736499 1.000000e+00 0.2677356399 7.795500e-01
## RootShell 0.023865253 2.677356e-01 1.0000000000 1.913271e-01
## SuAttempted 0.006394552 7.795500e-01 0.1913271448 1.000000e+00
## NumRoot 0.006523522 9.957751e-01 0.2676663149 7.820204e-01
## NumFile 0.008383101 1.270784e-02 0.0551638162 -7.556037e-05
## NumShells 0.010924565 4.865863e-02 0.3167978839 4.171835e-02
## NumAccessFiles 0.044209449 1.779627e-01 0.1614120374 1.468760e-01
## NumOutboundCmds NA NA NA NA
## IsHostLogin 0.010495914 -1.144574e-04 0.0730056051 -9.460403e-05
## IsGuestLogin 0.056360582 -7.988398e-04 -0.0027781633 -7.443923e-04
## Count -0.669279897 -5.831307e-03 -0.0177436898 -4.846360e-03
## SrvCount -0.147719695 -2.808378e-03 -0.0079480034 -2.441433e-03
## SerrorRate -0.392201350 -3.057202e-03 -0.0094888492 -2.542481e-03
## SrvSerrorRate -0.389871589 -3.044619e-03 -0.0094425360 -2.530071e-03
## RerrorRate -0.573288562 -4.572572e-03 -0.0147800988 -3.960239e-03
## SrvRerrorRate -0.569245955 -4.580232e-03 -0.0146747007 -3.931999e-03
## SameSrvRate 0.746710154 5.857251e-03 0.0181162708 4.854147e-03
## DiffSrvRate -0.288309290 -2.577320e-03 -0.0082028246 -2.197898e-03
## SrvDiffHostRate 0.166610721 -3.179537e-03 -0.0076092984 1.498865e-03
## DstHostCount -0.454481695 -9.650458e-03 -0.0067385597 -6.521201e-03
## DstHostSrvCount 0.779507523 -9.411162e-03 -0.0168075102 -8.757914e-03
## DstHostSameSrvRate 0.784358464 -6.413799e-03 -0.0119946896 -8.018267e-03
## DstHostDiffSrvRate -0.321893948 3.032462e-03 0.0120804516 1.178832e-03
## DstHostSameSrcPortRate -0.140238858 -5.247522e-04 0.0010672699 -1.945406e-03
## DstHostSrvDiffHostRate 0.070117446 -6.314282e-04 0.0119589455 -2.062607e-03
## DstHostSerrorRate -0.392244564 -2.526897e-03 -0.0051956762 -2.567430e-03
## DstHostSrvSerrorRate -0.393139017 -2.152520e-03 -0.0048945084 -2.537146e-03
## DstHostRerrorRate -0.586422920 -4.482288e-03 -0.0100019860 -4.036776e-03
## DstHostSrvRerrorRate -0.590275653 -4.008106e-03 -0.0087086521 -3.932680e-03
## IsAttack -0.779437694 -1.158605e-03 0.0126477122 -3.710451e-03
## NumRoot NumFile NumShells NumAccessFiles
## Duration 9.048057e-02 2.966341e-02 3.875125e-03 0.0137270847
## SrcBytes -6.367241e-05 -6.691971e-06 -3.373342e-05 -0.0005536569
## DstBytes 3.120240e-02 1.997268e-03 3.712234e-03 0.0085557740
## Land -8.358027e-05 -1.074055e-04 -1.399671e-04 -0.0005664176
## WrongFragment -2.530767e-04 -3.252181e-04 -4.238128e-04 -0.0017150828
## Urgent 9.623842e-02 2.193479e-02 7.582975e-02 0.0663345622
## Hot 1.999534e-02 5.824778e-01 4.192822e-02 0.0271253065
## NumFailedLogin 5.288674e-04 4.779104e-03 -1.010709e-03 0.0089544507
## LoggedIn 6.523522e-03 8.383101e-03 1.092456e-02 0.0442094494
## NumCompromised 9.957751e-01 1.270784e-02 4.865863e-02 0.1779626779
## RootShell 2.676663e-01 5.516382e-02 3.167979e-01 0.1614120374
## SuAttempted 7.820204e-01 -7.556037e-05 4.171835e-02 0.1468759758
## NumRoot 1.000000e+00 1.143429e-02 4.285510e-02 0.1782836396
## NumFile 1.143429e-02 1.000000e+00 1.093286e-01 0.0283899922
## NumShells 4.285510e-02 1.093286e-01 1.000000e+00 0.0501243396
## NumAccessFiles 1.782836e-01 2.838999e-02 5.012434e-02 1.0000000000
## NumOutboundCmds NA NA NA NA
## IsHostLogin 1.816184e-03 5.237221e-03 3.987689e-02 0.0169723743
## IsGuestLogin -6.367150e-04 3.997171e-04 -1.271733e-03 -0.0028851293
## Count -4.944104e-03 -6.352506e-03 -8.279606e-03 -0.0322562554
## SrvCount -2.510031e-03 -3.208512e-03 -4.205644e-03 -0.0120983500
## SerrorRate -2.593759e-03 -3.333130e-03 -4.343618e-03 -0.0175777226
## SrvSerrorRate -2.581099e-03 -3.316861e-03 -4.322418e-03 -0.0174919291
## RerrorRate -4.040112e-03 -5.191777e-03 -6.765742e-03 -0.0271060714
## SrvRerrorRate -4.011302e-03 -5.154754e-03 -6.717495e-03 -0.0271843099
## SameSrvRate 4.952048e-03 6.245235e-03 8.292909e-03 0.0332118409
## DiffSrvRate -2.242227e-03 -2.259260e-03 -3.754927e-03 -0.0133818164
## SrvDiffHostRate -3.212327e-03 -1.202717e-03 -5.492679e-03 0.0144547685
## DstHostCount -1.083689e-02 -6.754760e-03 2.256934e-04 0.0061749709
## DstHostSrvCount -1.029182e-02 -1.031570e-02 -1.339377e-02 0.0076725423
## DstHostSameSrvRate -7.128118e-03 -9.201564e-03 -1.055534e-02 0.0118124897
## DstHostDiffSrvRate 3.304701e-03 8.372459e-03 7.669002e-04 0.0005505389
## DstHostSameSrcPortRate 4.389377e-05 -6.158003e-04 -3.686093e-04 -0.0134696447
## DstHostSrvDiffHostRate 7.273442e-04 6.763930e-03 2.326026e-02 0.0069953584
## DstHostSerrorRate -2.380460e-03 -1.987779e-03 2.733909e-03 -0.0161012656
## DstHostSrvSerrorRate -2.073343e-03 -1.353931e-03 7.455390e-03 -0.0158005468
## DstHostRerrorRate -3.927375e-03 -3.905621e-03 -4.400205e-03 -0.0227334939
## DstHostSrvRerrorRate -3.492887e-03 -3.536075e-03 -5.212252e-03 -0.0253210745
## IsAttack -2.351913e-03 -1.463384e-03 1.656377e-02 -0.0297890855
## NumOutboundCmds IsHostLogin IsGuestLogin Count
## Duration NA -3.326144e-04 0.0158316188 -0.052872145
## SrcBytes NA -1.602330e-04 -0.0012456734 -0.007869427
## DstBytes NA -8.059175e-04 -0.0067529218 -0.052520965
## Land NA -1.344751e-04 -0.0010581183 -0.006888870
## WrongFragment NA -4.071836e-04 -0.0032039262 -0.010313412
## Urgent NA -1.309419e-04 -0.0010303173 -0.006707873
## Hot NA 3.235395e-02 0.4313461139 -0.042557515
## NumFailedLogin NA 1.136516e-02 0.1442911318 -0.049633719
## LoggedIn NA 1.049591e-02 0.0563605819 -0.669279897
## NumCompromised NA -1.144574e-04 -0.0007988398 -0.005831307
## RootShell NA 7.300561e-02 -0.0027781633 -0.017743690
## SuAttempted NA -9.460403e-05 -0.0007443923 -0.004846360
## NumRoot NA 1.816184e-03 -0.0006367150 -0.004944104
## NumFile NA 5.237221e-03 0.0003997171 -0.006352506
## NumShells NA 3.987689e-02 -0.0012717328 -0.008279606
## NumAccessFiles NA 1.697237e-02 -0.0028851293 -0.032256255
## NumOutboundCmds 1 NA NA NA
## IsHostLogin NA 1.000000e+00 -0.0012218334 -0.007944856
## IsGuestLogin NA -1.221833e-03 1.0000000000 -0.062525974
## Count NA -7.944856e-03 -0.0625259742 1.000000000
## SrvCount NA -4.040626e-03 -0.0317737509 0.412160691
## SerrorRate NA -4.173186e-03 -0.0316895344 0.297937585
## SrvSerrorRate NA -4.152818e-03 -0.0317676165 0.301917311
## RerrorRate NA -6.500273e-03 -0.0504838253 0.583935390
## SrvRerrorRate NA -6.453919e-03 -0.0507826945 0.577661687
## SameSrvRate NA 6.740077e-03 0.0564125769 -0.758317069
## DiffSrvRate NA 2.840193e-03 -0.0017590603 0.298453697
## SrvDiffHostRate NA -5.277162e-03 -0.0386281910 -0.257835608
## DstHostCount NA -1.308376e-02 0.0091761522 0.440810975
## DstHostSrvCount NA -1.615714e-02 -0.0981516893 -0.599073313
## DstHostSameSrvRate NA -7.187538e-03 -0.0784614635 -0.655029268
## DstHostDiffSrvRate NA 1.936610e-02 0.0827832469 0.352224625
## DstHostSameSrcPortRate NA 1.610562e-02 -0.0260771751 0.058961854
## DstHostSrvDiffHostRate NA -3.724123e-03 -0.0248436018 -0.176240965
## DstHostSerrorRate NA -4.214138e-03 -0.0157389003 0.305154411
## DstHostSrvSerrorRate NA -4.164430e-03 -0.0321381239 0.307670346
## DstHostRerrorRate NA -6.625899e-03 -0.0132659941 0.599954922
## DstHostSrvRerrorRate NA -6.455037e-03 -0.0501511700 0.588275647
## IsAttack NA 1.377457e-02 0.0933819071 0.641884553
## SrvCount SerrorRate SrvSerrorRate RerrorRate
## Duration -0.022807124 -0.010002967 -0.012561097 -0.015030872
## SrcBytes -0.002844733 -0.004238238 -0.004220609 -0.002922439
## DstBytes -0.016383551 -0.026907630 -0.026796785 -0.045987586
## Land -0.003319797 0.033557391 0.033214124 -0.005629292
## WrongFragment 0.010415556 -0.010943048 -0.010889637 -0.017045199
## Urgent -0.003407278 -0.003519061 -0.003501885 -0.005481388
## Hot -0.019384404 -0.021449037 -0.021459789 -0.030762539
## NumFailedLogin -0.025049523 -0.023979294 -0.023872481 -0.029613056
## LoggedIn -0.147719695 -0.392201350 -0.389871589 -0.573288562
## NumCompromised -0.002808378 -0.003057202 -0.003044619 -0.004572572
## RootShell -0.007948003 -0.009488849 -0.009442536 -0.014780099
## SuAttempted -0.002441433 -0.002542481 -0.002530071 -0.003960239
## NumRoot -0.002510031 -0.002593759 -0.002581099 -0.004040112
## NumFile -0.003208512 -0.003333130 -0.003316861 -0.005191777
## NumShells -0.004205644 -0.004343618 -0.004322418 -0.006765742
## NumAccessFiles -0.012098350 -0.017577723 -0.017491929 -0.027106071
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.004040626 -0.004173186 -0.004152818 -0.006500273
## IsGuestLogin -0.031773751 -0.031689534 -0.031767616 -0.050483825
## Count 0.412160691 0.297937585 0.301917311 0.583935390
## SrvCount 1.000000000 -0.041177340 -0.041234733 -0.077633147
## SerrorRate -0.041177340 1.000000000 0.979716126 -0.148086804
## SrvSerrorRate -0.041234733 0.979716126 1.000000000 -0.137983881
## RerrorRate -0.077633147 -0.148086804 -0.137983881 1.000000000
## SrvRerrorRate -0.076786146 -0.141942872 -0.159144683 0.986481239
## SameSrvRate 0.107081820 -0.437895660 -0.437197017 -0.729901029
## DiffSrvRate -0.068053575 0.059244944 0.073169491 0.281267282
## SrvDiffHostRate -0.075293167 -0.118366223 -0.118449714 -0.128061106
## DstHostCount 0.110934817 0.232002927 0.232446965 0.371563967
## DstHostSrvCount 0.139019622 -0.392776210 -0.390820615 -0.634235779
## DstHostSameSrvRate 0.131357641 -0.423974906 -0.422089308 -0.686315967
## DstHostDiffSrvRate -0.077233831 0.122240068 0.134146279 0.242415854
## DstHostSameSrcPortRate 0.396546328 -0.096266720 -0.096163717 -0.159465700
## DstHostSrvDiffHostRate -0.045697410 -0.090086446 -0.090042719 -0.145197561
## DstHostSerrorRate -0.047276348 0.966598012 0.945768555 -0.147951008
## DstHostSrvSerrorRate -0.047013634 0.958362558 0.974190662 -0.141770512
## DstHostRerrorRate -0.077414600 -0.127642905 -0.117408121 0.958249168
## DstHostSrvRerrorRate -0.078261885 -0.129596415 -0.145380354 0.971528545
## IsAttack -0.004551305 0.423156405 0.420669241 0.659611906
## SrvRerrorRate SameSrvRate DiffSrvRate SrvDiffHostRate
## Duration -0.013505827 0.054254543 -0.019133737 -0.023265200
## SrcBytes -0.002890222 0.008520797 -0.003589710 -0.003833327
## DstBytes -0.045583468 0.056706791 -0.024554772 0.003360408
## Land -0.005589149 0.006899939 -0.003124207 0.031911156
## WrongFragment -0.016923648 0.020892651 -0.009459935 0.006893254
## Urgent -0.005442300 0.006718650 -0.003042122 -0.004449994
## Hot -0.031227342 0.039236015 -0.001124485 -0.015383170
## NumFailedLogin -0.029352593 0.049643116 -0.021605706 -0.032332631
## LoggedIn -0.569245955 0.746710154 -0.288309290 0.166610721
## NumCompromised -0.004580232 0.005857251 -0.002577320 -0.003179537
## RootShell -0.014674701 0.018116271 -0.008202825 -0.007609298
## SuAttempted -0.003931999 0.004854147 -0.002197898 0.001498865
## NumRoot -0.004011302 0.004952048 -0.002242227 -0.003212327
## NumFile -0.005154754 0.006245235 -0.002259260 -0.001202717
## NumShells -0.006717495 0.008292909 -0.003754927 -0.005492679
## NumAccessFiles -0.027184310 0.033211841 -0.013381816 0.014454769
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.006453919 0.006740077 0.002840193 -0.005277162
## IsGuestLogin -0.050782694 0.056412577 -0.001759060 -0.038628191
## Count 0.577661687 -0.758317069 0.298453697 -0.257835608
## SrvCount -0.076786146 0.107081820 -0.068053575 -0.075293167
## SerrorRate -0.141942872 -0.437895660 0.059244944 -0.118366223
## SrvSerrorRate -0.159144683 -0.437197017 0.073169491 -0.118449714
## RerrorRate 0.986481239 -0.729901029 0.281267282 -0.128061106
## SrvRerrorRate 1.000000000 -0.725626292 0.268383689 -0.129094172
## SameSrvRate -0.725626292 1.000000000 -0.385897032 0.223741126
## DiffSrvRate 0.268383689 -0.385897032 1.000000000 0.072532394
## SrvDiffHostRate -0.129094172 0.223741126 0.072532394 1.000000000
## DstHostCount 0.368407451 -0.472215222 0.157245411 -0.204647606
## DstHostSrvCount -0.630038757 0.832407184 -0.334943083 0.124729998
## DstHostSameSrvRate -0.681553248 0.896769867 -0.358090197 0.158541549
## DstHostDiffSrvRate 0.229029090 -0.326326026 0.614967965 -0.061770865
## DstHostSameSrcPortRate -0.157728795 0.155028915 0.053733881 0.023926638
## DstHostSrvDiffHostRate -0.143048549 0.183525311 -0.058389591 0.097708851
## DstHostSerrorRate -0.140654051 -0.452396873 0.061882339 -0.116362435
## DstHostSrvSerrorRate -0.160686920 -0.448384281 0.074728078 -0.119934851
## DstHostRerrorRate 0.946769130 -0.742859550 0.257463387 -0.150856916
## DstHostSrvRerrorRate 0.981824234 -0.740138148 0.276676277 -0.128815346
## IsAttack 0.653889048 -0.798356247 0.305910718 -0.205398088
## DstHostCount DstHostSrvCount DstHostSameSrvRate
## Duration 0.0434152669 -0.009964096 -0.009208037
## SrcBytes -0.0039058403 -0.009820165 -0.004548945
## DstBytes -0.0434548869 0.041085903 0.041842108
## Land -0.0121361893 -0.014865822 -0.002429287
## WrongFragment -0.0168643948 -0.033301339 -0.012543192
## Urgent -0.0125519408 -0.012150218 -0.004805203
## Hot 0.0001285795 -0.040931058 -0.030464101
## NumFailedLogin 0.0378157871 -0.015740955 -0.014390102
## LoggedIn -0.4544816948 0.779507523 0.784358464
## NumCompromised -0.0096504577 -0.009411162 -0.006413799
## RootShell -0.0067385597 -0.016807510 -0.011994690
## SuAttempted -0.0065212015 -0.008757914 -0.008018267
## NumRoot -0.0108368854 -0.010291823 -0.007128118
## NumFile -0.0067547596 -0.010315699 -0.009201564
## NumShells 0.0002256934 -0.013393767 -0.010555339
## NumAccessFiles 0.0061749709 0.007672542 0.011812490
## NumOutboundCmds NA NA NA
## IsHostLogin -0.0130837645 -0.016157138 -0.007187538
## IsGuestLogin 0.0091761522 -0.098151689 -0.078461463
## Count 0.4408109754 -0.599073313 -0.655029268
## SrvCount 0.1109348165 0.139019622 0.131357641
## SerrorRate 0.2320029272 -0.392776210 -0.423974906
## SrvSerrorRate 0.2324469651 -0.390820615 -0.422089308
## RerrorRate 0.3715639674 -0.634235779 -0.686315967
## SrvRerrorRate 0.3684074514 -0.630038757 -0.681553248
## SameSrvRate -0.4722152221 0.832407184 0.896769867
## DiffSrvRate 0.1572454108 -0.334943083 -0.358090197
## SrvDiffHostRate -0.2046476065 0.124729998 0.158541549
## DstHostCount 1.0000000000 -0.332119743 -0.457579671
## DstHostSrvCount -0.3321197428 1.000000000 0.938743136
## DstHostSameSrvRate -0.4575796712 0.938743136 1.000000000
## DstHostDiffSrvRate 0.1514027512 -0.410337738 -0.422947779
## DstHostSameSrcPortRate -0.2688852387 0.012790660 0.131244687
## DstHostSrvDiffHostRate -0.3975315051 0.042279450 0.163655912
## DstHostSerrorRate 0.2340742724 -0.406877896 -0.438675699
## DstHostSrvSerrorRate 0.2337149347 -0.400534466 -0.431706303
## DstHostRerrorRate 0.3806096165 -0.655140467 -0.708296707
## DstHostSrvRerrorRate 0.3676221831 -0.646467349 -0.698084955
## IsAttack 0.4840132473 -0.780191075 -0.804685570
## DstHostDiffSrvRate DstHostSameSrcPortRate
## Duration 0.0434028812 -1.735303e-02
## SrcBytes 0.0011759881 1.147657e-02
## DstBytes -0.0243670598 -6.356301e-03
## Land -0.0015768739 2.363920e-02
## WrongFragment 0.0128077492 6.212667e-02
## Urgent 0.0114402349 4.583047e-03
## Hot 0.0327611498 -1.178834e-02
## NumFailedLogin -0.0089946892 -2.545887e-02
## LoggedIn -0.3218939481 -1.402389e-01
## NumCompromised 0.0030324615 -5.247522e-04
## RootShell 0.0120804516 1.067270e-03
## SuAttempted 0.0011788325 -1.945406e-03
## NumRoot 0.0033047015 4.389377e-05
## NumFile 0.0083724592 -6.158003e-04
## NumShells 0.0007669002 -3.686093e-04
## NumAccessFiles 0.0005505389 -1.346964e-02
## NumOutboundCmds NA NA
## IsHostLogin 0.0193661031 1.610562e-02
## IsGuestLogin 0.0827832469 -2.607718e-02
## Count 0.3522246254 5.896185e-02
## SrvCount -0.0772338313 3.965463e-01
## SerrorRate 0.1222400684 -9.626672e-02
## SrvSerrorRate 0.1341462785 -9.616372e-02
## RerrorRate 0.2424158537 -1.594657e-01
## SrvRerrorRate 0.2290290895 -1.577288e-01
## SameSrvRate -0.3263260264 1.550289e-01
## DiffSrvRate 0.6149679650 5.373388e-02
## SrvDiffHostRate -0.0617708649 2.392664e-02
## DstHostCount 0.1514027512 -2.688852e-01
## DstHostSrvCount -0.4103377375 1.279066e-02
## DstHostSameSrvRate -0.4229477789 1.312447e-01
## DstHostDiffSrvRate 1.0000000000 1.430814e-01
## DstHostSameSrcPortRate 0.1430813632 1.000000e+00
## DstHostSrvDiffHostRate -0.0506785721 2.921454e-01
## DstHostSerrorRate 0.1137463233 -9.602562e-02
## DstHostSrvSerrorRate 0.1337719434 -9.609400e-02
## DstHostRerrorRate 0.2882089224 -1.600720e-01
## DstHostSrvRerrorRate 0.2356994152 -1.578929e-01
## IsAttack 0.3289549541 -8.140553e-03
## DstHostSrvDiffHostRate DstHostSerrorRate
## Duration -0.0142543952 0.049761491
## SrcBytes 0.0064906471 -0.004434385
## DstBytes 0.0236598616 -0.029061650
## Land 0.0930178588 0.020089668
## WrongFragment 0.0613275187 -0.004773876
## Urgent 0.0106003063 -0.002367325
## Hot -0.0044461930 -0.015856274
## NumFailedLogin -0.0203653466 -0.025443981
## LoggedIn 0.0701174460 -0.392244564
## NumCompromised -0.0006314282 -0.002526897
## RootShell 0.0119589455 -0.005195676
## SuAttempted -0.0020626071 -0.002567430
## NumRoot 0.0007273442 -0.002380460
## NumFile 0.0067639295 -0.001987779
## NumShells 0.0232602620 0.002733909
## NumAccessFiles 0.0069953584 -0.016101266
## NumOutboundCmds NA NA
## IsHostLogin -0.0037241234 -0.004214138
## IsGuestLogin -0.0248436018 -0.015738900
## Count -0.1762409648 0.305154411
## SrvCount -0.0456974098 -0.047276348
## SerrorRate -0.0900864460 0.966598012
## SrvSerrorRate -0.0900427189 0.945768555
## RerrorRate -0.1451975614 -0.147951008
## SrvRerrorRate -0.1430485491 -0.140654051
## SameSrvRate 0.1835253112 -0.452396873
## DiffSrvRate -0.0583895912 0.061882339
## SrvDiffHostRate 0.0977088505 -0.116362435
## DstHostCount -0.3975315051 0.234074272
## DstHostSrvCount 0.0422794498 -0.406877896
## DstHostSameSrvRate 0.1636559115 -0.438675699
## DstHostDiffSrvRate -0.0506785721 0.113746323
## DstHostSameSrcPortRate 0.2921454046 -0.096025621
## DstHostSrvDiffHostRate 1.0000000000 -0.088760245
## DstHostSerrorRate -0.0887602454 1.000000000
## DstHostSrvSerrorRate -0.0901824130 0.970293478
## DstHostRerrorRate -0.1495644105 -0.142667770
## DstHostSrvRerrorRate -0.1431202098 -0.136072212
## IsAttack -0.0882242286 0.425278906
## DstHostSrvSerrorRate DstHostRerrorRate
## Duration 0.058449391 -0.011585194
## SrcBytes -0.004329128 -0.005498156
## DstBytes -0.026862757 -0.046212177
## Land 0.027399378 -0.005676859
## WrongFragment -0.010920086 -0.011156004
## Urgent -0.003466025 -0.004648344
## Hot -0.020854087 -0.020349327
## NumFailedLogin -0.024690690 -0.037569721
## LoggedIn -0.393139017 -0.586422920
## NumCompromised -0.002152520 -0.004482288
## RootShell -0.004894508 -0.010001986
## SuAttempted -0.002537146 -0.004036776
## NumRoot -0.002073343 -0.003927375
## NumFile -0.001353931 -0.003905621
## NumShells 0.007455390 -0.004400205
## NumAccessFiles -0.015800547 -0.022733494
## NumOutboundCmds NA NA
## IsHostLogin -0.004164430 -0.006625899
## IsGuestLogin -0.032138124 -0.013265994
## Count 0.307670346 0.599954922
## SrvCount -0.047013634 -0.077414600
## SerrorRate 0.958362558 -0.127642905
## SrvSerrorRate 0.974190662 -0.117408121
## RerrorRate -0.141770512 0.958249168
## SrvRerrorRate -0.160686920 0.946769130
## SameSrvRate -0.448384281 -0.742859550
## DiffSrvRate 0.074728078 0.257463387
## SrvDiffHostRate -0.119934851 -0.150856916
## DstHostCount 0.233714935 0.380609616
## DstHostSrvCount -0.400534466 -0.655140467
## DstHostSameSrvRate -0.431706303 -0.708296707
## DstHostDiffSrvRate 0.133771943 0.288208922
## DstHostSameSrcPortRate -0.096094005 -0.160071976
## DstHostSrvDiffHostRate -0.090182413 -0.149564410
## DstHostSerrorRate 0.970293478 -0.142667770
## DstHostSrvSerrorRate 1.000000000 -0.129449904
## DstHostRerrorRate -0.129449904 1.000000000
## DstHostSrvRerrorRate -0.157261316 0.962552737
## IsAttack 0.423603059 0.664093228
## DstHostSrvRerrorRate IsAttack
## Duration -0.0270977616 0.089713560
## SrcBytes -0.0055199224 0.012578783
## DstBytes -0.0453704019 -0.064653965
## Land -0.0055901173 0.013781537
## WrongFragment -0.0169265801 -0.002232028
## Urgent -0.0004356155 0.013419441
## Hot -0.0319576241 0.035951207
## NumFailedLogin -0.0316639397 0.096034104
## LoggedIn -0.5902756527 -0.779437694
## NumCompromised -0.0040081059 -0.001158605
## RootShell -0.0087086521 0.012647712
## SuAttempted -0.0039326798 -0.003710451
## NumRoot -0.0034928874 -0.002351913
## NumFile -0.0035360748 -0.001463384
## NumShells -0.0052122524 0.016563774
## NumAccessFiles -0.0253210745 -0.029789086
## NumOutboundCmds NA NA
## IsHostLogin -0.0064550367 0.013774566
## IsGuestLogin -0.0501511700 0.093381907
## Count 0.5882756469 0.641884553
## SrvCount -0.0782618854 -0.004551305
## SerrorRate -0.1295964148 0.423156405
## SrvSerrorRate -0.1453803542 0.420669241
## RerrorRate 0.9715285447 0.659611906
## SrvRerrorRate 0.9818242336 0.653889048
## SameSrvRate -0.7401381480 -0.798356247
## DiffSrvRate 0.2766762770 0.305910718
## SrvDiffHostRate -0.1288153457 -0.205398088
## DstHostCount 0.3676221831 0.484013247
## DstHostSrvCount -0.6464673486 -0.780191075
## DstHostSameSrvRate -0.6980849555 -0.804685570
## DstHostDiffSrvRate 0.2356994152 0.328954954
## DstHostSameSrcPortRate -0.1578929429 -0.008140553
## DstHostSrvDiffHostRate -0.1431202098 -0.088224229
## DstHostSerrorRate -0.1360722116 0.425278906
## DstHostSrvSerrorRate -0.1572613160 0.423603059
## DstHostRerrorRate 0.9625527368 0.664093228
## DstHostSrvRerrorRate 1.0000000000 0.653655573
## IsAttack 0.6536555733 1.000000000
plot <- corrplot(corr_matrix, method = 'number') # colorful number
print(plot)
## $corr
## Duration SrcBytes DstBytes Land
## Duration 1.0000000000 4.820843e-03 0.0246600553 -9.366369e-04
## SrcBytes 0.0048208431 1.000000e+00 0.0187303514 -1.448077e-04
## DstBytes 0.0246600553 1.873035e-02 1.0000000000 -9.612489e-04
## Land -0.0009366369 -1.448077e-04 -0.0009612489 1.000000e+00
## WrongFragment -0.0028360873 -3.823256e-04 -0.0029101764 -3.526245e-04
## Urgent 0.0018638878 -4.583216e-05 0.0059758186 -1.133968e-04
## Hot 0.0074406732 3.806322e-03 0.0071163186 -7.282038e-04
## NumFailedLogin -0.0056400866 -1.006719e-03 -0.0059676134 -8.409388e-04
## LoggedIn -0.0675644251 -8.783828e-03 0.0714728341 -1.281214e-02
## NumCompromised 0.0911852538 1.585081e-04 0.0317575210 -9.912111e-05
## RootShell 0.0216972348 -1.632277e-04 0.0197600714 -3.057650e-04
## SuAttempted 0.0795703964 1.190025e-04 0.0240788989 -8.192790e-05
## NumRoot 0.0904805738 -6.367241e-05 0.0312023988 -8.358027e-05
## NumFile 0.0296634148 -6.691971e-06 0.0019972682 -1.074055e-04
## NumShells 0.0038751253 -3.373342e-05 0.0037122341 -1.399671e-04
## NumAccessFiles 0.0137270847 -5.536569e-04 0.0085557740 -5.664176e-04
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.0003326144 -1.602330e-04 -0.0008059175 -1.344751e-04
## IsGuestLogin 0.0158316188 -1.245673e-03 -0.0067529218 -1.058118e-03
## Count -0.0528721451 -7.869427e-03 -0.0525209653 -6.888870e-03
## SrvCount -0.0228071244 -2.844733e-03 -0.0163835506 -3.319797e-03
## SerrorRate -0.0100029667 -4.238238e-03 -0.0269076298 3.355739e-02
## SrvSerrorRate -0.0125610967 -4.220609e-03 -0.0267967850 3.321412e-02
## RerrorRate -0.0150308719 -2.922439e-03 -0.0459875863 -5.629292e-03
## SrvRerrorRate -0.0135058265 -2.890222e-03 -0.0455834682 -5.589149e-03
## SameSrvRate 0.0542545432 8.520797e-03 0.0567067912 6.899939e-03
## DiffSrvRate -0.0191337367 -3.589710e-03 -0.0245547722 -3.124207e-03
## SrvDiffHostRate -0.0232651996 -3.833327e-03 0.0033604080 3.191116e-02
## DstHostCount 0.0434152669 -3.905840e-03 -0.0434548869 -1.213619e-02
## DstHostSrvCount -0.0099640962 -9.820165e-03 0.0410859030 -1.486582e-02
## DstHostSameSrvRate -0.0092080370 -4.548945e-03 0.0418421082 -2.429287e-03
## DstHostDiffSrvRate 0.0434028812 1.175988e-03 -0.0243670598 -1.576874e-03
## DstHostSameSrcPortRate -0.0173530257 1.147657e-02 -0.0063563005 2.363920e-02
## DstHostSrvDiffHostRate -0.0142543952 6.490647e-03 0.0236598616 9.301786e-02
## DstHostSerrorRate 0.0497614914 -4.434385e-03 -0.0290616499 2.008967e-02
## DstHostSrvSerrorRate 0.0584493907 -4.329128e-03 -0.0268627570 2.739938e-02
## DstHostRerrorRate -0.0115851941 -5.498156e-03 -0.0462121766 -5.676859e-03
## DstHostSrvRerrorRate -0.0270977616 -5.519922e-03 -0.0453704019 -5.590117e-03
## IsAttack 0.0897135601 1.257878e-02 -0.0646539652 1.378154e-02
## WrongFragment Urgent Hot NumFailedLogin
## Duration -0.0028360873 1.863888e-03 0.0074406732 -0.0056400866
## SrcBytes -0.0003823256 -4.583216e-05 0.0038063218 -0.0010067188
## DstBytes -0.0029101764 5.975819e-03 0.0071163186 -0.0059676134
## Land -0.0003526245 -1.133968e-04 -0.0007282038 -0.0008409388
## WrongFragment 1.0000000000 -3.433596e-04 -0.0022049626 -0.0025463184
## Urgent -0.0003433596 1.000000e+00 0.0534327741 -0.0008188440
## Hot -0.0022049626 5.343277e-02 1.0000000000 0.0079297174
## NumFailedLogin -0.0025463184 -8.188440e-04 0.0079297174 1.0000000000
## LoggedIn -0.0387944834 8.850734e-03 0.0541421651 -0.0893976886
## NumCompromised -0.0003001335 7.030811e-02 0.0228040786 0.0007323343
## RootShell -0.0009258402 3.476652e-01 0.1203381326 0.0032210240
## SuAttempted -0.0002480734 -7.977533e-05 0.0049617833 -0.0005916053
## NumRoot -0.0002530767 9.623842e-02 0.0199953369 0.0005288674
## NumFile -0.0003252181 2.193479e-02 0.5824777544 0.0047791042
## NumShells -0.0004238128 7.582975e-02 0.0419282234 -0.0010107088
## NumAccessFiles -0.0017150828 6.633456e-02 0.0271253065 0.0089544507
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.0004071836 -1.309419e-04 0.0323539464 0.0113651635
## IsGuestLogin -0.0032039262 -1.030317e-03 0.4313461139 0.1442911318
## Count -0.0103134118 -6.707873e-03 -0.0425575149 -0.0496337187
## SrvCount 0.0104155563 -3.407278e-03 -0.0193844045 -0.0250495231
## SerrorRate -0.0109430476 -3.519061e-03 -0.0214490370 -0.0239792942
## SrvSerrorRate -0.0108896366 -3.501885e-03 -0.0214597889 -0.0238724811
## RerrorRate -0.0170451991 -5.481388e-03 -0.0307625391 -0.0296130555
## SrvRerrorRate -0.0169236484 -5.442300e-03 -0.0312273418 -0.0293525934
## SameSrvRate 0.0208926508 6.718650e-03 0.0392360146 0.0496431163
## DiffSrvRate -0.0094599353 -3.042122e-03 -0.0011244849 -0.0216057056
## SrvDiffHostRate 0.0068932542 -4.449994e-03 -0.0153831704 -0.0323326308
## DstHostCount -0.0168643948 -1.255194e-02 0.0001285795 0.0378157871
## DstHostSrvCount -0.0333013394 -1.215022e-02 -0.0409310583 -0.0157409546
## DstHostSameSrvRate -0.0125431916 -4.805203e-03 -0.0304641009 -0.0143901021
## DstHostDiffSrvRate 0.0128077492 1.144023e-02 0.0327611498 -0.0089946892
## DstHostSameSrcPortRate 0.0621266738 4.583047e-03 -0.0117883428 -0.0254588726
## DstHostSrvDiffHostRate 0.0613275187 1.060031e-02 -0.0044461930 -0.0203653466
## DstHostSerrorRate -0.0047738762 -2.367325e-03 -0.0158562743 -0.0254439815
## DstHostSrvSerrorRate -0.0109200857 -3.466025e-03 -0.0208540874 -0.0246906902
## DstHostRerrorRate -0.0111560038 -4.648344e-03 -0.0203493267 -0.0375697206
## DstHostSrvRerrorRate -0.0169265801 -4.356155e-04 -0.0319576241 -0.0316639397
## IsAttack -0.0022320283 1.341944e-02 0.0359512068 0.0960341045
## LoggedIn NumCompromised RootShell SuAttempted
## Duration -0.067564425 9.118525e-02 0.0216972348 7.957040e-02
## SrcBytes -0.008783828 1.585081e-04 -0.0001632277 1.190025e-04
## DstBytes 0.071472834 3.175752e-02 0.0197600714 2.407890e-02
## Land -0.012812140 -9.912111e-05 -0.0003057650 -8.192790e-05
## WrongFragment -0.038794483 -3.001335e-04 -0.0009258402 -2.480734e-04
## Urgent 0.008850734 7.030811e-02 0.3476652314 -7.977533e-05
## Hot 0.054142165 2.280408e-02 0.1203381326 4.961783e-03
## NumFailedLogin -0.089397689 7.323343e-04 0.0032210240 -5.916053e-04
## LoggedIn 1.000000000 7.736499e-03 0.0238652532 6.394552e-03
## NumCompromised 0.007736499 1.000000e+00 0.2677356399 7.795500e-01
## RootShell 0.023865253 2.677356e-01 1.0000000000 1.913271e-01
## SuAttempted 0.006394552 7.795500e-01 0.1913271448 1.000000e+00
## NumRoot 0.006523522 9.957751e-01 0.2676663149 7.820204e-01
## NumFile 0.008383101 1.270784e-02 0.0551638162 -7.556037e-05
## NumShells 0.010924565 4.865863e-02 0.3167978839 4.171835e-02
## NumAccessFiles 0.044209449 1.779627e-01 0.1614120374 1.468760e-01
## NumOutboundCmds NA NA NA NA
## IsHostLogin 0.010495914 -1.144574e-04 0.0730056051 -9.460403e-05
## IsGuestLogin 0.056360582 -7.988398e-04 -0.0027781633 -7.443923e-04
## Count -0.669279897 -5.831307e-03 -0.0177436898 -4.846360e-03
## SrvCount -0.147719695 -2.808378e-03 -0.0079480034 -2.441433e-03
## SerrorRate -0.392201350 -3.057202e-03 -0.0094888492 -2.542481e-03
## SrvSerrorRate -0.389871589 -3.044619e-03 -0.0094425360 -2.530071e-03
## RerrorRate -0.573288562 -4.572572e-03 -0.0147800988 -3.960239e-03
## SrvRerrorRate -0.569245955 -4.580232e-03 -0.0146747007 -3.931999e-03
## SameSrvRate 0.746710154 5.857251e-03 0.0181162708 4.854147e-03
## DiffSrvRate -0.288309290 -2.577320e-03 -0.0082028246 -2.197898e-03
## SrvDiffHostRate 0.166610721 -3.179537e-03 -0.0076092984 1.498865e-03
## DstHostCount -0.454481695 -9.650458e-03 -0.0067385597 -6.521201e-03
## DstHostSrvCount 0.779507523 -9.411162e-03 -0.0168075102 -8.757914e-03
## DstHostSameSrvRate 0.784358464 -6.413799e-03 -0.0119946896 -8.018267e-03
## DstHostDiffSrvRate -0.321893948 3.032462e-03 0.0120804516 1.178832e-03
## DstHostSameSrcPortRate -0.140238858 -5.247522e-04 0.0010672699 -1.945406e-03
## DstHostSrvDiffHostRate 0.070117446 -6.314282e-04 0.0119589455 -2.062607e-03
## DstHostSerrorRate -0.392244564 -2.526897e-03 -0.0051956762 -2.567430e-03
## DstHostSrvSerrorRate -0.393139017 -2.152520e-03 -0.0048945084 -2.537146e-03
## DstHostRerrorRate -0.586422920 -4.482288e-03 -0.0100019860 -4.036776e-03
## DstHostSrvRerrorRate -0.590275653 -4.008106e-03 -0.0087086521 -3.932680e-03
## IsAttack -0.779437694 -1.158605e-03 0.0126477122 -3.710451e-03
## NumRoot NumFile NumShells NumAccessFiles
## Duration 9.048057e-02 2.966341e-02 3.875125e-03 0.0137270847
## SrcBytes -6.367241e-05 -6.691971e-06 -3.373342e-05 -0.0005536569
## DstBytes 3.120240e-02 1.997268e-03 3.712234e-03 0.0085557740
## Land -8.358027e-05 -1.074055e-04 -1.399671e-04 -0.0005664176
## WrongFragment -2.530767e-04 -3.252181e-04 -4.238128e-04 -0.0017150828
## Urgent 9.623842e-02 2.193479e-02 7.582975e-02 0.0663345622
## Hot 1.999534e-02 5.824778e-01 4.192822e-02 0.0271253065
## NumFailedLogin 5.288674e-04 4.779104e-03 -1.010709e-03 0.0089544507
## LoggedIn 6.523522e-03 8.383101e-03 1.092456e-02 0.0442094494
## NumCompromised 9.957751e-01 1.270784e-02 4.865863e-02 0.1779626779
## RootShell 2.676663e-01 5.516382e-02 3.167979e-01 0.1614120374
## SuAttempted 7.820204e-01 -7.556037e-05 4.171835e-02 0.1468759758
## NumRoot 1.000000e+00 1.143429e-02 4.285510e-02 0.1782836396
## NumFile 1.143429e-02 1.000000e+00 1.093286e-01 0.0283899922
## NumShells 4.285510e-02 1.093286e-01 1.000000e+00 0.0501243396
## NumAccessFiles 1.782836e-01 2.838999e-02 5.012434e-02 1.0000000000
## NumOutboundCmds NA NA NA NA
## IsHostLogin 1.816184e-03 5.237221e-03 3.987689e-02 0.0169723743
## IsGuestLogin -6.367150e-04 3.997171e-04 -1.271733e-03 -0.0028851293
## Count -4.944104e-03 -6.352506e-03 -8.279606e-03 -0.0322562554
## SrvCount -2.510031e-03 -3.208512e-03 -4.205644e-03 -0.0120983500
## SerrorRate -2.593759e-03 -3.333130e-03 -4.343618e-03 -0.0175777226
## SrvSerrorRate -2.581099e-03 -3.316861e-03 -4.322418e-03 -0.0174919291
## RerrorRate -4.040112e-03 -5.191777e-03 -6.765742e-03 -0.0271060714
## SrvRerrorRate -4.011302e-03 -5.154754e-03 -6.717495e-03 -0.0271843099
## SameSrvRate 4.952048e-03 6.245235e-03 8.292909e-03 0.0332118409
## DiffSrvRate -2.242227e-03 -2.259260e-03 -3.754927e-03 -0.0133818164
## SrvDiffHostRate -3.212327e-03 -1.202717e-03 -5.492679e-03 0.0144547685
## DstHostCount -1.083689e-02 -6.754760e-03 2.256934e-04 0.0061749709
## DstHostSrvCount -1.029182e-02 -1.031570e-02 -1.339377e-02 0.0076725423
## DstHostSameSrvRate -7.128118e-03 -9.201564e-03 -1.055534e-02 0.0118124897
## DstHostDiffSrvRate 3.304701e-03 8.372459e-03 7.669002e-04 0.0005505389
## DstHostSameSrcPortRate 4.389377e-05 -6.158003e-04 -3.686093e-04 -0.0134696447
## DstHostSrvDiffHostRate 7.273442e-04 6.763930e-03 2.326026e-02 0.0069953584
## DstHostSerrorRate -2.380460e-03 -1.987779e-03 2.733909e-03 -0.0161012656
## DstHostSrvSerrorRate -2.073343e-03 -1.353931e-03 7.455390e-03 -0.0158005468
## DstHostRerrorRate -3.927375e-03 -3.905621e-03 -4.400205e-03 -0.0227334939
## DstHostSrvRerrorRate -3.492887e-03 -3.536075e-03 -5.212252e-03 -0.0253210745
## IsAttack -2.351913e-03 -1.463384e-03 1.656377e-02 -0.0297890855
## NumOutboundCmds IsHostLogin IsGuestLogin Count
## Duration NA -3.326144e-04 0.0158316188 -0.052872145
## SrcBytes NA -1.602330e-04 -0.0012456734 -0.007869427
## DstBytes NA -8.059175e-04 -0.0067529218 -0.052520965
## Land NA -1.344751e-04 -0.0010581183 -0.006888870
## WrongFragment NA -4.071836e-04 -0.0032039262 -0.010313412
## Urgent NA -1.309419e-04 -0.0010303173 -0.006707873
## Hot NA 3.235395e-02 0.4313461139 -0.042557515
## NumFailedLogin NA 1.136516e-02 0.1442911318 -0.049633719
## LoggedIn NA 1.049591e-02 0.0563605819 -0.669279897
## NumCompromised NA -1.144574e-04 -0.0007988398 -0.005831307
## RootShell NA 7.300561e-02 -0.0027781633 -0.017743690
## SuAttempted NA -9.460403e-05 -0.0007443923 -0.004846360
## NumRoot NA 1.816184e-03 -0.0006367150 -0.004944104
## NumFile NA 5.237221e-03 0.0003997171 -0.006352506
## NumShells NA 3.987689e-02 -0.0012717328 -0.008279606
## NumAccessFiles NA 1.697237e-02 -0.0028851293 -0.032256255
## NumOutboundCmds 1 NA NA NA
## IsHostLogin NA 1.000000e+00 -0.0012218334 -0.007944856
## IsGuestLogin NA -1.221833e-03 1.0000000000 -0.062525974
## Count NA -7.944856e-03 -0.0625259742 1.000000000
## SrvCount NA -4.040626e-03 -0.0317737509 0.412160691
## SerrorRate NA -4.173186e-03 -0.0316895344 0.297937585
## SrvSerrorRate NA -4.152818e-03 -0.0317676165 0.301917311
## RerrorRate NA -6.500273e-03 -0.0504838253 0.583935390
## SrvRerrorRate NA -6.453919e-03 -0.0507826945 0.577661687
## SameSrvRate NA 6.740077e-03 0.0564125769 -0.758317069
## DiffSrvRate NA 2.840193e-03 -0.0017590603 0.298453697
## SrvDiffHostRate NA -5.277162e-03 -0.0386281910 -0.257835608
## DstHostCount NA -1.308376e-02 0.0091761522 0.440810975
## DstHostSrvCount NA -1.615714e-02 -0.0981516893 -0.599073313
## DstHostSameSrvRate NA -7.187538e-03 -0.0784614635 -0.655029268
## DstHostDiffSrvRate NA 1.936610e-02 0.0827832469 0.352224625
## DstHostSameSrcPortRate NA 1.610562e-02 -0.0260771751 0.058961854
## DstHostSrvDiffHostRate NA -3.724123e-03 -0.0248436018 -0.176240965
## DstHostSerrorRate NA -4.214138e-03 -0.0157389003 0.305154411
## DstHostSrvSerrorRate NA -4.164430e-03 -0.0321381239 0.307670346
## DstHostRerrorRate NA -6.625899e-03 -0.0132659941 0.599954922
## DstHostSrvRerrorRate NA -6.455037e-03 -0.0501511700 0.588275647
## IsAttack NA 1.377457e-02 0.0933819071 0.641884553
## SrvCount SerrorRate SrvSerrorRate RerrorRate
## Duration -0.022807124 -0.010002967 -0.012561097 -0.015030872
## SrcBytes -0.002844733 -0.004238238 -0.004220609 -0.002922439
## DstBytes -0.016383551 -0.026907630 -0.026796785 -0.045987586
## Land -0.003319797 0.033557391 0.033214124 -0.005629292
## WrongFragment 0.010415556 -0.010943048 -0.010889637 -0.017045199
## Urgent -0.003407278 -0.003519061 -0.003501885 -0.005481388
## Hot -0.019384404 -0.021449037 -0.021459789 -0.030762539
## NumFailedLogin -0.025049523 -0.023979294 -0.023872481 -0.029613056
## LoggedIn -0.147719695 -0.392201350 -0.389871589 -0.573288562
## NumCompromised -0.002808378 -0.003057202 -0.003044619 -0.004572572
## RootShell -0.007948003 -0.009488849 -0.009442536 -0.014780099
## SuAttempted -0.002441433 -0.002542481 -0.002530071 -0.003960239
## NumRoot -0.002510031 -0.002593759 -0.002581099 -0.004040112
## NumFile -0.003208512 -0.003333130 -0.003316861 -0.005191777
## NumShells -0.004205644 -0.004343618 -0.004322418 -0.006765742
## NumAccessFiles -0.012098350 -0.017577723 -0.017491929 -0.027106071
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.004040626 -0.004173186 -0.004152818 -0.006500273
## IsGuestLogin -0.031773751 -0.031689534 -0.031767616 -0.050483825
## Count 0.412160691 0.297937585 0.301917311 0.583935390
## SrvCount 1.000000000 -0.041177340 -0.041234733 -0.077633147
## SerrorRate -0.041177340 1.000000000 0.979716126 -0.148086804
## SrvSerrorRate -0.041234733 0.979716126 1.000000000 -0.137983881
## RerrorRate -0.077633147 -0.148086804 -0.137983881 1.000000000
## SrvRerrorRate -0.076786146 -0.141942872 -0.159144683 0.986481239
## SameSrvRate 0.107081820 -0.437895660 -0.437197017 -0.729901029
## DiffSrvRate -0.068053575 0.059244944 0.073169491 0.281267282
## SrvDiffHostRate -0.075293167 -0.118366223 -0.118449714 -0.128061106
## DstHostCount 0.110934817 0.232002927 0.232446965 0.371563967
## DstHostSrvCount 0.139019622 -0.392776210 -0.390820615 -0.634235779
## DstHostSameSrvRate 0.131357641 -0.423974906 -0.422089308 -0.686315967
## DstHostDiffSrvRate -0.077233831 0.122240068 0.134146279 0.242415854
## DstHostSameSrcPortRate 0.396546328 -0.096266720 -0.096163717 -0.159465700
## DstHostSrvDiffHostRate -0.045697410 -0.090086446 -0.090042719 -0.145197561
## DstHostSerrorRate -0.047276348 0.966598012 0.945768555 -0.147951008
## DstHostSrvSerrorRate -0.047013634 0.958362558 0.974190662 -0.141770512
## DstHostRerrorRate -0.077414600 -0.127642905 -0.117408121 0.958249168
## DstHostSrvRerrorRate -0.078261885 -0.129596415 -0.145380354 0.971528545
## IsAttack -0.004551305 0.423156405 0.420669241 0.659611906
## SrvRerrorRate SameSrvRate DiffSrvRate SrvDiffHostRate
## Duration -0.013505827 0.054254543 -0.019133737 -0.023265200
## SrcBytes -0.002890222 0.008520797 -0.003589710 -0.003833327
## DstBytes -0.045583468 0.056706791 -0.024554772 0.003360408
## Land -0.005589149 0.006899939 -0.003124207 0.031911156
## WrongFragment -0.016923648 0.020892651 -0.009459935 0.006893254
## Urgent -0.005442300 0.006718650 -0.003042122 -0.004449994
## Hot -0.031227342 0.039236015 -0.001124485 -0.015383170
## NumFailedLogin -0.029352593 0.049643116 -0.021605706 -0.032332631
## LoggedIn -0.569245955 0.746710154 -0.288309290 0.166610721
## NumCompromised -0.004580232 0.005857251 -0.002577320 -0.003179537
## RootShell -0.014674701 0.018116271 -0.008202825 -0.007609298
## SuAttempted -0.003931999 0.004854147 -0.002197898 0.001498865
## NumRoot -0.004011302 0.004952048 -0.002242227 -0.003212327
## NumFile -0.005154754 0.006245235 -0.002259260 -0.001202717
## NumShells -0.006717495 0.008292909 -0.003754927 -0.005492679
## NumAccessFiles -0.027184310 0.033211841 -0.013381816 0.014454769
## NumOutboundCmds NA NA NA NA
## IsHostLogin -0.006453919 0.006740077 0.002840193 -0.005277162
## IsGuestLogin -0.050782694 0.056412577 -0.001759060 -0.038628191
## Count 0.577661687 -0.758317069 0.298453697 -0.257835608
## SrvCount -0.076786146 0.107081820 -0.068053575 -0.075293167
## SerrorRate -0.141942872 -0.437895660 0.059244944 -0.118366223
## SrvSerrorRate -0.159144683 -0.437197017 0.073169491 -0.118449714
## RerrorRate 0.986481239 -0.729901029 0.281267282 -0.128061106
## SrvRerrorRate 1.000000000 -0.725626292 0.268383689 -0.129094172
## SameSrvRate -0.725626292 1.000000000 -0.385897032 0.223741126
## DiffSrvRate 0.268383689 -0.385897032 1.000000000 0.072532394
## SrvDiffHostRate -0.129094172 0.223741126 0.072532394 1.000000000
## DstHostCount 0.368407451 -0.472215222 0.157245411 -0.204647606
## DstHostSrvCount -0.630038757 0.832407184 -0.334943083 0.124729998
## DstHostSameSrvRate -0.681553248 0.896769867 -0.358090197 0.158541549
## DstHostDiffSrvRate 0.229029090 -0.326326026 0.614967965 -0.061770865
## DstHostSameSrcPortRate -0.157728795 0.155028915 0.053733881 0.023926638
## DstHostSrvDiffHostRate -0.143048549 0.183525311 -0.058389591 0.097708851
## DstHostSerrorRate -0.140654051 -0.452396873 0.061882339 -0.116362435
## DstHostSrvSerrorRate -0.160686920 -0.448384281 0.074728078 -0.119934851
## DstHostRerrorRate 0.946769130 -0.742859550 0.257463387 -0.150856916
## DstHostSrvRerrorRate 0.981824234 -0.740138148 0.276676277 -0.128815346
## IsAttack 0.653889048 -0.798356247 0.305910718 -0.205398088
## DstHostCount DstHostSrvCount DstHostSameSrvRate
## Duration 0.0434152669 -0.009964096 -0.009208037
## SrcBytes -0.0039058403 -0.009820165 -0.004548945
## DstBytes -0.0434548869 0.041085903 0.041842108
## Land -0.0121361893 -0.014865822 -0.002429287
## WrongFragment -0.0168643948 -0.033301339 -0.012543192
## Urgent -0.0125519408 -0.012150218 -0.004805203
## Hot 0.0001285795 -0.040931058 -0.030464101
## NumFailedLogin 0.0378157871 -0.015740955 -0.014390102
## LoggedIn -0.4544816948 0.779507523 0.784358464
## NumCompromised -0.0096504577 -0.009411162 -0.006413799
## RootShell -0.0067385597 -0.016807510 -0.011994690
## SuAttempted -0.0065212015 -0.008757914 -0.008018267
## NumRoot -0.0108368854 -0.010291823 -0.007128118
## NumFile -0.0067547596 -0.010315699 -0.009201564
## NumShells 0.0002256934 -0.013393767 -0.010555339
## NumAccessFiles 0.0061749709 0.007672542 0.011812490
## NumOutboundCmds NA NA NA
## IsHostLogin -0.0130837645 -0.016157138 -0.007187538
## IsGuestLogin 0.0091761522 -0.098151689 -0.078461463
## Count 0.4408109754 -0.599073313 -0.655029268
## SrvCount 0.1109348165 0.139019622 0.131357641
## SerrorRate 0.2320029272 -0.392776210 -0.423974906
## SrvSerrorRate 0.2324469651 -0.390820615 -0.422089308
## RerrorRate 0.3715639674 -0.634235779 -0.686315967
## SrvRerrorRate 0.3684074514 -0.630038757 -0.681553248
## SameSrvRate -0.4722152221 0.832407184 0.896769867
## DiffSrvRate 0.1572454108 -0.334943083 -0.358090197
## SrvDiffHostRate -0.2046476065 0.124729998 0.158541549
## DstHostCount 1.0000000000 -0.332119743 -0.457579671
## DstHostSrvCount -0.3321197428 1.000000000 0.938743136
## DstHostSameSrvRate -0.4575796712 0.938743136 1.000000000
## DstHostDiffSrvRate 0.1514027512 -0.410337738 -0.422947779
## DstHostSameSrcPortRate -0.2688852387 0.012790660 0.131244687
## DstHostSrvDiffHostRate -0.3975315051 0.042279450 0.163655912
## DstHostSerrorRate 0.2340742724 -0.406877896 -0.438675699
## DstHostSrvSerrorRate 0.2337149347 -0.400534466 -0.431706303
## DstHostRerrorRate 0.3806096165 -0.655140467 -0.708296707
## DstHostSrvRerrorRate 0.3676221831 -0.646467349 -0.698084955
## IsAttack 0.4840132473 -0.780191075 -0.804685570
## DstHostDiffSrvRate DstHostSameSrcPortRate
## Duration 0.0434028812 -1.735303e-02
## SrcBytes 0.0011759881 1.147657e-02
## DstBytes -0.0243670598 -6.356301e-03
## Land -0.0015768739 2.363920e-02
## WrongFragment 0.0128077492 6.212667e-02
## Urgent 0.0114402349 4.583047e-03
## Hot 0.0327611498 -1.178834e-02
## NumFailedLogin -0.0089946892 -2.545887e-02
## LoggedIn -0.3218939481 -1.402389e-01
## NumCompromised 0.0030324615 -5.247522e-04
## RootShell 0.0120804516 1.067270e-03
## SuAttempted 0.0011788325 -1.945406e-03
## NumRoot 0.0033047015 4.389377e-05
## NumFile 0.0083724592 -6.158003e-04
## NumShells 0.0007669002 -3.686093e-04
## NumAccessFiles 0.0005505389 -1.346964e-02
## NumOutboundCmds NA NA
## IsHostLogin 0.0193661031 1.610562e-02
## IsGuestLogin 0.0827832469 -2.607718e-02
## Count 0.3522246254 5.896185e-02
## SrvCount -0.0772338313 3.965463e-01
## SerrorRate 0.1222400684 -9.626672e-02
## SrvSerrorRate 0.1341462785 -9.616372e-02
## RerrorRate 0.2424158537 -1.594657e-01
## SrvRerrorRate 0.2290290895 -1.577288e-01
## SameSrvRate -0.3263260264 1.550289e-01
## DiffSrvRate 0.6149679650 5.373388e-02
## SrvDiffHostRate -0.0617708649 2.392664e-02
## DstHostCount 0.1514027512 -2.688852e-01
## DstHostSrvCount -0.4103377375 1.279066e-02
## DstHostSameSrvRate -0.4229477789 1.312447e-01
## DstHostDiffSrvRate 1.0000000000 1.430814e-01
## DstHostSameSrcPortRate 0.1430813632 1.000000e+00
## DstHostSrvDiffHostRate -0.0506785721 2.921454e-01
## DstHostSerrorRate 0.1137463233 -9.602562e-02
## DstHostSrvSerrorRate 0.1337719434 -9.609400e-02
## DstHostRerrorRate 0.2882089224 -1.600720e-01
## DstHostSrvRerrorRate 0.2356994152 -1.578929e-01
## IsAttack 0.3289549541 -8.140553e-03
## DstHostSrvDiffHostRate DstHostSerrorRate
## Duration -0.0142543952 0.049761491
## SrcBytes 0.0064906471 -0.004434385
## DstBytes 0.0236598616 -0.029061650
## Land 0.0930178588 0.020089668
## WrongFragment 0.0613275187 -0.004773876
## Urgent 0.0106003063 -0.002367325
## Hot -0.0044461930 -0.015856274
## NumFailedLogin -0.0203653466 -0.025443981
## LoggedIn 0.0701174460 -0.392244564
## NumCompromised -0.0006314282 -0.002526897
## RootShell 0.0119589455 -0.005195676
## SuAttempted -0.0020626071 -0.002567430
## NumRoot 0.0007273442 -0.002380460
## NumFile 0.0067639295 -0.001987779
## NumShells 0.0232602620 0.002733909
## NumAccessFiles 0.0069953584 -0.016101266
## NumOutboundCmds NA NA
## IsHostLogin -0.0037241234 -0.004214138
## IsGuestLogin -0.0248436018 -0.015738900
## Count -0.1762409648 0.305154411
## SrvCount -0.0456974098 -0.047276348
## SerrorRate -0.0900864460 0.966598012
## SrvSerrorRate -0.0900427189 0.945768555
## RerrorRate -0.1451975614 -0.147951008
## SrvRerrorRate -0.1430485491 -0.140654051
## SameSrvRate 0.1835253112 -0.452396873
## DiffSrvRate -0.0583895912 0.061882339
## SrvDiffHostRate 0.0977088505 -0.116362435
## DstHostCount -0.3975315051 0.234074272
## DstHostSrvCount 0.0422794498 -0.406877896
## DstHostSameSrvRate 0.1636559115 -0.438675699
## DstHostDiffSrvRate -0.0506785721 0.113746323
## DstHostSameSrcPortRate 0.2921454046 -0.096025621
## DstHostSrvDiffHostRate 1.0000000000 -0.088760245
## DstHostSerrorRate -0.0887602454 1.000000000
## DstHostSrvSerrorRate -0.0901824130 0.970293478
## DstHostRerrorRate -0.1495644105 -0.142667770
## DstHostSrvRerrorRate -0.1431202098 -0.136072212
## IsAttack -0.0882242286 0.425278906
## DstHostSrvSerrorRate DstHostRerrorRate
## Duration 0.058449391 -0.011585194
## SrcBytes -0.004329128 -0.005498156
## DstBytes -0.026862757 -0.046212177
## Land 0.027399378 -0.005676859
## WrongFragment -0.010920086 -0.011156004
## Urgent -0.003466025 -0.004648344
## Hot -0.020854087 -0.020349327
## NumFailedLogin -0.024690690 -0.037569721
## LoggedIn -0.393139017 -0.586422920
## NumCompromised -0.002152520 -0.004482288
## RootShell -0.004894508 -0.010001986
## SuAttempted -0.002537146 -0.004036776
## NumRoot -0.002073343 -0.003927375
## NumFile -0.001353931 -0.003905621
## NumShells 0.007455390 -0.004400205
## NumAccessFiles -0.015800547 -0.022733494
## NumOutboundCmds NA NA
## IsHostLogin -0.004164430 -0.006625899
## IsGuestLogin -0.032138124 -0.013265994
## Count 0.307670346 0.599954922
## SrvCount -0.047013634 -0.077414600
## SerrorRate 0.958362558 -0.127642905
## SrvSerrorRate 0.974190662 -0.117408121
## RerrorRate -0.141770512 0.958249168
## SrvRerrorRate -0.160686920 0.946769130
## SameSrvRate -0.448384281 -0.742859550
## DiffSrvRate 0.074728078 0.257463387
## SrvDiffHostRate -0.119934851 -0.150856916
## DstHostCount 0.233714935 0.380609616
## DstHostSrvCount -0.400534466 -0.655140467
## DstHostSameSrvRate -0.431706303 -0.708296707
## DstHostDiffSrvRate 0.133771943 0.288208922
## DstHostSameSrcPortRate -0.096094005 -0.160071976
## DstHostSrvDiffHostRate -0.090182413 -0.149564410
## DstHostSerrorRate 0.970293478 -0.142667770
## DstHostSrvSerrorRate 1.000000000 -0.129449904
## DstHostRerrorRate -0.129449904 1.000000000
## DstHostSrvRerrorRate -0.157261316 0.962552737
## IsAttack 0.423603059 0.664093228
## DstHostSrvRerrorRate IsAttack
## Duration -0.0270977616 0.089713560
## SrcBytes -0.0055199224 0.012578783
## DstBytes -0.0453704019 -0.064653965
## Land -0.0055901173 0.013781537
## WrongFragment -0.0169265801 -0.002232028
## Urgent -0.0004356155 0.013419441
## Hot -0.0319576241 0.035951207
## NumFailedLogin -0.0316639397 0.096034104
## LoggedIn -0.5902756527 -0.779437694
## NumCompromised -0.0040081059 -0.001158605
## RootShell -0.0087086521 0.012647712
## SuAttempted -0.0039326798 -0.003710451
## NumRoot -0.0034928874 -0.002351913
## NumFile -0.0035360748 -0.001463384
## NumShells -0.0052122524 0.016563774
## NumAccessFiles -0.0253210745 -0.029789086
## NumOutboundCmds NA NA
## IsHostLogin -0.0064550367 0.013774566
## IsGuestLogin -0.0501511700 0.093381907
## Count 0.5882756469 0.641884553
## SrvCount -0.0782618854 -0.004551305
## SerrorRate -0.1295964148 0.423156405
## SrvSerrorRate -0.1453803542 0.420669241
## RerrorRate 0.9715285447 0.659611906
## SrvRerrorRate 0.9818242336 0.653889048
## SameSrvRate -0.7401381480 -0.798356247
## DiffSrvRate 0.2766762770 0.305910718
## SrvDiffHostRate -0.1288153457 -0.205398088
## DstHostCount 0.3676221831 0.484013247
## DstHostSrvCount -0.6464673486 -0.780191075
## DstHostSameSrvRate -0.6980849555 -0.804685570
## DstHostDiffSrvRate 0.2356994152 0.328954954
## DstHostSameSrcPortRate -0.1578929429 -0.008140553
## DstHostSrvDiffHostRate -0.1431202098 -0.088224229
## DstHostSerrorRate -0.1360722116 0.425278906
## DstHostSrvSerrorRate -0.1572613160 0.423603059
## DstHostRerrorRate 0.9625527368 0.664093228
## DstHostSrvRerrorRate 1.0000000000 0.653655573
## IsAttack 0.6536555733 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 Duration Duration 1 39 1.000000e+00
## 2 Duration SrcBytes 1 38 4.820843e-03
## 3 Duration DstBytes 1 37 2.466006e-02
## 4 Duration Land 1 36 -9.366369e-04
## 5 Duration WrongFragment 1 35 -2.836087e-03
## 6 Duration Urgent 1 34 1.863888e-03
## 7 Duration Hot 1 33 7.440673e-03
## 8 Duration NumFailedLogin 1 32 -5.640087e-03
## 9 Duration LoggedIn 1 31 -6.756443e-02
## 10 Duration NumCompromised 1 30 9.118525e-02
## 11 Duration RootShell 1 29 2.169723e-02
## 12 Duration SuAttempted 1 28 7.957040e-02
## 13 Duration NumRoot 1 27 9.048057e-02
## 14 Duration NumFile 1 26 2.966341e-02
## 15 Duration NumShells 1 25 3.875125e-03
## 16 Duration NumAccessFiles 1 24 1.372708e-02
## 17 Duration IsHostLogin 1 22 -3.326144e-04
## 18 Duration IsGuestLogin 1 21 1.583162e-02
## 19 Duration Count 1 20 -5.287215e-02
## 20 Duration SrvCount 1 19 -2.280712e-02
## 21 Duration SerrorRate 1 18 -1.000297e-02
## 22 Duration SrvSerrorRate 1 17 -1.256110e-02
## 23 Duration RerrorRate 1 16 -1.503087e-02
## 24 Duration SrvRerrorRate 1 15 -1.350583e-02
## 25 Duration SameSrvRate 1 14 5.425454e-02
## 26 Duration DiffSrvRate 1 13 -1.913374e-02
## 27 Duration SrvDiffHostRate 1 12 -2.326520e-02
## 28 Duration DstHostCount 1 11 4.341527e-02
## 29 Duration DstHostSrvCount 1 10 -9.964096e-03
## 30 Duration DstHostSameSrvRate 1 9 -9.208037e-03
## 31 Duration DstHostDiffSrvRate 1 8 4.340288e-02
## 32 Duration DstHostSameSrcPortRate 1 7 -1.735303e-02
## 33 Duration DstHostSrvDiffHostRate 1 6 -1.425440e-02
## 34 Duration DstHostSerrorRate 1 5 4.976149e-02
## 35 Duration DstHostSrvSerrorRate 1 4 5.844939e-02
## 36 Duration DstHostRerrorRate 1 3 -1.158519e-02
## 37 Duration DstHostSrvRerrorRate 1 2 -2.709776e-02
## 38 Duration IsAttack 1 1 8.971356e-02
## 39 SrcBytes Duration 2 39 4.820843e-03
## 40 SrcBytes SrcBytes 2 38 1.000000e+00
## 41 SrcBytes DstBytes 2 37 1.873035e-02
## 42 SrcBytes Land 2 36 -1.448077e-04
## 43 SrcBytes WrongFragment 2 35 -3.823256e-04
## 44 SrcBytes Urgent 2 34 -4.583216e-05
## 45 SrcBytes Hot 2 33 3.806322e-03
## 46 SrcBytes NumFailedLogin 2 32 -1.006719e-03
## 47 SrcBytes LoggedIn 2 31 -8.783828e-03
## 48 SrcBytes NumCompromised 2 30 1.585081e-04
## 49 SrcBytes RootShell 2 29 -1.632277e-04
## 50 SrcBytes SuAttempted 2 28 1.190025e-04
## 51 SrcBytes NumRoot 2 27 -6.367241e-05
## 52 SrcBytes NumFile 2 26 -6.691971e-06
## 53 SrcBytes NumShells 2 25 -3.373342e-05
## 54 SrcBytes NumAccessFiles 2 24 -5.536569e-04
## 55 SrcBytes IsHostLogin 2 22 -1.602330e-04
## 56 SrcBytes IsGuestLogin 2 21 -1.245673e-03
## 57 SrcBytes Count 2 20 -7.869427e-03
## 58 SrcBytes SrvCount 2 19 -2.844733e-03
## 59 SrcBytes SerrorRate 2 18 -4.238238e-03
## 60 SrcBytes SrvSerrorRate 2 17 -4.220609e-03
## 61 SrcBytes RerrorRate 2 16 -2.922439e-03
## 62 SrcBytes SrvRerrorRate 2 15 -2.890222e-03
## 63 SrcBytes SameSrvRate 2 14 8.520797e-03
## 64 SrcBytes DiffSrvRate 2 13 -3.589710e-03
## 65 SrcBytes SrvDiffHostRate 2 12 -3.833327e-03
## 66 SrcBytes DstHostCount 2 11 -3.905840e-03
## 67 SrcBytes DstHostSrvCount 2 10 -9.820165e-03
## 68 SrcBytes DstHostSameSrvRate 2 9 -4.548945e-03
## 69 SrcBytes DstHostDiffSrvRate 2 8 1.175988e-03
## 70 SrcBytes DstHostSameSrcPortRate 2 7 1.147657e-02
## 71 SrcBytes DstHostSrvDiffHostRate 2 6 6.490647e-03
## 72 SrcBytes DstHostSerrorRate 2 5 -4.434385e-03
## 73 SrcBytes DstHostSrvSerrorRate 2 4 -4.329128e-03
## 74 SrcBytes DstHostRerrorRate 2 3 -5.498156e-03
## 75 SrcBytes DstHostSrvRerrorRate 2 2 -5.519922e-03
## 76 SrcBytes IsAttack 2 1 1.257878e-02
## 77 DstBytes Duration 3 39 2.466006e-02
## 78 DstBytes SrcBytes 3 38 1.873035e-02
## 79 DstBytes DstBytes 3 37 1.000000e+00
## 80 DstBytes Land 3 36 -9.612489e-04
## 81 DstBytes WrongFragment 3 35 -2.910176e-03
## 82 DstBytes Urgent 3 34 5.975819e-03
## 83 DstBytes Hot 3 33 7.116319e-03
## 84 DstBytes NumFailedLogin 3 32 -5.967613e-03
## 85 DstBytes LoggedIn 3 31 7.147283e-02
## 86 DstBytes NumCompromised 3 30 3.175752e-02
## 87 DstBytes RootShell 3 29 1.976007e-02
## 88 DstBytes SuAttempted 3 28 2.407890e-02
## 89 DstBytes NumRoot 3 27 3.120240e-02
## 90 DstBytes NumFile 3 26 1.997268e-03
## 91 DstBytes NumShells 3 25 3.712234e-03
## 92 DstBytes NumAccessFiles 3 24 8.555774e-03
## 93 DstBytes IsHostLogin 3 22 -8.059175e-04
## 94 DstBytes IsGuestLogin 3 21 -6.752922e-03
## 95 DstBytes Count 3 20 -5.252097e-02
## 96 DstBytes SrvCount 3 19 -1.638355e-02
## 97 DstBytes SerrorRate 3 18 -2.690763e-02
## 98 DstBytes SrvSerrorRate 3 17 -2.679679e-02
## 99 DstBytes RerrorRate 3 16 -4.598759e-02
## 100 DstBytes SrvRerrorRate 3 15 -4.558347e-02
## 101 DstBytes SameSrvRate 3 14 5.670679e-02
## 102 DstBytes DiffSrvRate 3 13 -2.455477e-02
## 103 DstBytes SrvDiffHostRate 3 12 3.360408e-03
## 104 DstBytes DstHostCount 3 11 -4.345489e-02
## 105 DstBytes DstHostSrvCount 3 10 4.108590e-02
## 106 DstBytes DstHostSameSrvRate 3 9 4.184211e-02
## 107 DstBytes DstHostDiffSrvRate 3 8 -2.436706e-02
## 108 DstBytes DstHostSameSrcPortRate 3 7 -6.356301e-03
## 109 DstBytes DstHostSrvDiffHostRate 3 6 2.365986e-02
## 110 DstBytes DstHostSerrorRate 3 5 -2.906165e-02
## 111 DstBytes DstHostSrvSerrorRate 3 4 -2.686276e-02
## 112 DstBytes DstHostRerrorRate 3 3 -4.621218e-02
## 113 DstBytes DstHostSrvRerrorRate 3 2 -4.537040e-02
## 114 DstBytes IsAttack 3 1 -6.465397e-02
## 115 Land Duration 4 39 -9.366369e-04
## 116 Land SrcBytes 4 38 -1.448077e-04
## 117 Land DstBytes 4 37 -9.612489e-04
## 118 Land Land 4 36 1.000000e+00
## 119 Land WrongFragment 4 35 -3.526245e-04
## 120 Land Urgent 4 34 -1.133968e-04
## 121 Land Hot 4 33 -7.282038e-04
## 122 Land NumFailedLogin 4 32 -8.409388e-04
## 123 Land LoggedIn 4 31 -1.281214e-02
## 124 Land NumCompromised 4 30 -9.912111e-05
## 125 Land RootShell 4 29 -3.057650e-04
## 126 Land SuAttempted 4 28 -8.192790e-05
## 127 Land NumRoot 4 27 -8.358027e-05
## 128 Land NumFile 4 26 -1.074055e-04
## 129 Land NumShells 4 25 -1.399671e-04
## 130 Land NumAccessFiles 4 24 -5.664176e-04
## 131 Land IsHostLogin 4 22 -1.344751e-04
## 132 Land IsGuestLogin 4 21 -1.058118e-03
## 133 Land Count 4 20 -6.888870e-03
## 134 Land SrvCount 4 19 -3.319797e-03
## 135 Land SerrorRate 4 18 3.355739e-02
## 136 Land SrvSerrorRate 4 17 3.321412e-02
## 137 Land RerrorRate 4 16 -5.629292e-03
## 138 Land SrvRerrorRate 4 15 -5.589149e-03
## 139 Land SameSrvRate 4 14 6.899939e-03
## 140 Land DiffSrvRate 4 13 -3.124207e-03
## 141 Land SrvDiffHostRate 4 12 3.191116e-02
## 142 Land DstHostCount 4 11 -1.213619e-02
## 143 Land DstHostSrvCount 4 10 -1.486582e-02
## 144 Land DstHostSameSrvRate 4 9 -2.429287e-03
## 145 Land DstHostDiffSrvRate 4 8 -1.576874e-03
## 146 Land DstHostSameSrcPortRate 4 7 2.363920e-02
## 147 Land DstHostSrvDiffHostRate 4 6 9.301786e-02
## 148 Land DstHostSerrorRate 4 5 2.008967e-02
## 149 Land DstHostSrvSerrorRate 4 4 2.739938e-02
## 150 Land DstHostRerrorRate 4 3 -5.676859e-03
## 151 Land DstHostSrvRerrorRate 4 2 -5.590117e-03
## 152 Land IsAttack 4 1 1.378154e-02
## 153 WrongFragment Duration 5 39 -2.836087e-03
## 154 WrongFragment SrcBytes 5 38 -3.823256e-04
## 155 WrongFragment DstBytes 5 37 -2.910176e-03
## 156 WrongFragment Land 5 36 -3.526245e-04
## 157 WrongFragment WrongFragment 5 35 1.000000e+00
## 158 WrongFragment Urgent 5 34 -3.433596e-04
## 159 WrongFragment Hot 5 33 -2.204963e-03
## 160 WrongFragment NumFailedLogin 5 32 -2.546318e-03
## 161 WrongFragment LoggedIn 5 31 -3.879448e-02
## 162 WrongFragment NumCompromised 5 30 -3.001335e-04
## 163 WrongFragment RootShell 5 29 -9.258402e-04
## 164 WrongFragment SuAttempted 5 28 -2.480734e-04
## 165 WrongFragment NumRoot 5 27 -2.530767e-04
## 166 WrongFragment NumFile 5 26 -3.252181e-04
## 167 WrongFragment NumShells 5 25 -4.238128e-04
## 168 WrongFragment NumAccessFiles 5 24 -1.715083e-03
## 169 WrongFragment IsHostLogin 5 22 -4.071836e-04
## 170 WrongFragment IsGuestLogin 5 21 -3.203926e-03
## 171 WrongFragment Count 5 20 -1.031341e-02
## 172 WrongFragment SrvCount 5 19 1.041556e-02
## 173 WrongFragment SerrorRate 5 18 -1.094305e-02
## 174 WrongFragment SrvSerrorRate 5 17 -1.088964e-02
## 175 WrongFragment RerrorRate 5 16 -1.704520e-02
## 176 WrongFragment SrvRerrorRate 5 15 -1.692365e-02
## 177 WrongFragment SameSrvRate 5 14 2.089265e-02
## 178 WrongFragment DiffSrvRate 5 13 -9.459935e-03
## 179 WrongFragment SrvDiffHostRate 5 12 6.893254e-03
## 180 WrongFragment DstHostCount 5 11 -1.686439e-02
## 181 WrongFragment DstHostSrvCount 5 10 -3.330134e-02
## 182 WrongFragment DstHostSameSrvRate 5 9 -1.254319e-02
## 183 WrongFragment DstHostDiffSrvRate 5 8 1.280775e-02
## 184 WrongFragment DstHostSameSrcPortRate 5 7 6.212667e-02
## 185 WrongFragment DstHostSrvDiffHostRate 5 6 6.132752e-02
## 186 WrongFragment DstHostSerrorRate 5 5 -4.773876e-03
## 187 WrongFragment DstHostSrvSerrorRate 5 4 -1.092009e-02
## 188 WrongFragment DstHostRerrorRate 5 3 -1.115600e-02
## 189 WrongFragment DstHostSrvRerrorRate 5 2 -1.692658e-02
## 190 WrongFragment IsAttack 5 1 -2.232028e-03
## 191 Urgent Duration 6 39 1.863888e-03
## 192 Urgent SrcBytes 6 38 -4.583216e-05
## 193 Urgent DstBytes 6 37 5.975819e-03
## 194 Urgent Land 6 36 -1.133968e-04
## 195 Urgent WrongFragment 6 35 -3.433596e-04
## 196 Urgent Urgent 6 34 1.000000e+00
## 197 Urgent Hot 6 33 5.343277e-02
## 198 Urgent NumFailedLogin 6 32 -8.188440e-04
## 199 Urgent LoggedIn 6 31 8.850734e-03
## 200 Urgent NumCompromised 6 30 7.030811e-02
## 201 Urgent RootShell 6 29 3.476652e-01
## 202 Urgent SuAttempted 6 28 -7.977533e-05
## 203 Urgent NumRoot 6 27 9.623842e-02
## 204 Urgent NumFile 6 26 2.193479e-02
## 205 Urgent NumShells 6 25 7.582975e-02
## 206 Urgent NumAccessFiles 6 24 6.633456e-02
## 207 Urgent IsHostLogin 6 22 -1.309419e-04
## 208 Urgent IsGuestLogin 6 21 -1.030317e-03
## 209 Urgent Count 6 20 -6.707873e-03
## 210 Urgent SrvCount 6 19 -3.407278e-03
## 211 Urgent SerrorRate 6 18 -3.519061e-03
## 212 Urgent SrvSerrorRate 6 17 -3.501885e-03
## 213 Urgent RerrorRate 6 16 -5.481388e-03
## 214 Urgent SrvRerrorRate 6 15 -5.442300e-03
## 215 Urgent SameSrvRate 6 14 6.718650e-03
## 216 Urgent DiffSrvRate 6 13 -3.042122e-03
## 217 Urgent SrvDiffHostRate 6 12 -4.449994e-03
## 218 Urgent DstHostCount 6 11 -1.255194e-02
## 219 Urgent DstHostSrvCount 6 10 -1.215022e-02
## 220 Urgent DstHostSameSrvRate 6 9 -4.805203e-03
## 221 Urgent DstHostDiffSrvRate 6 8 1.144023e-02
## 222 Urgent DstHostSameSrcPortRate 6 7 4.583047e-03
## 223 Urgent DstHostSrvDiffHostRate 6 6 1.060031e-02
## 224 Urgent DstHostSerrorRate 6 5 -2.367325e-03
## 225 Urgent DstHostSrvSerrorRate 6 4 -3.466025e-03
## 226 Urgent DstHostRerrorRate 6 3 -4.648344e-03
## 227 Urgent DstHostSrvRerrorRate 6 2 -4.356155e-04
## 228 Urgent IsAttack 6 1 1.341944e-02
## 229 Hot Duration 7 39 7.440673e-03
## 230 Hot SrcBytes 7 38 3.806322e-03
## 231 Hot DstBytes 7 37 7.116319e-03
## 232 Hot Land 7 36 -7.282038e-04
## 233 Hot WrongFragment 7 35 -2.204963e-03
## 234 Hot Urgent 7 34 5.343277e-02
## 235 Hot Hot 7 33 1.000000e+00
## 236 Hot NumFailedLogin 7 32 7.929717e-03
## 237 Hot LoggedIn 7 31 5.414217e-02
## 238 Hot NumCompromised 7 30 2.280408e-02
## 239 Hot RootShell 7 29 1.203381e-01
## 240 Hot SuAttempted 7 28 4.961783e-03
## 241 Hot NumRoot 7 27 1.999534e-02
## 242 Hot NumFile 7 26 5.824778e-01
## 243 Hot NumShells 7 25 4.192822e-02
## 244 Hot NumAccessFiles 7 24 2.712531e-02
## 245 Hot IsHostLogin 7 22 3.235395e-02
## 246 Hot IsGuestLogin 7 21 4.313461e-01
## 247 Hot Count 7 20 -4.255751e-02
## 248 Hot SrvCount 7 19 -1.938440e-02
## 249 Hot SerrorRate 7 18 -2.144904e-02
## 250 Hot SrvSerrorRate 7 17 -2.145979e-02
## 251 Hot RerrorRate 7 16 -3.076254e-02
## 252 Hot SrvRerrorRate 7 15 -3.122734e-02
## 253 Hot SameSrvRate 7 14 3.923601e-02
## 254 Hot DiffSrvRate 7 13 -1.124485e-03
## 255 Hot SrvDiffHostRate 7 12 -1.538317e-02
## 256 Hot DstHostCount 7 11 1.285795e-04
## 257 Hot DstHostSrvCount 7 10 -4.093106e-02
## 258 Hot DstHostSameSrvRate 7 9 -3.046410e-02
## 259 Hot DstHostDiffSrvRate 7 8 3.276115e-02
## 260 Hot DstHostSameSrcPortRate 7 7 -1.178834e-02
## 261 Hot DstHostSrvDiffHostRate 7 6 -4.446193e-03
## 262 Hot DstHostSerrorRate 7 5 -1.585627e-02
## 263 Hot DstHostSrvSerrorRate 7 4 -2.085409e-02
## 264 Hot DstHostRerrorRate 7 3 -2.034933e-02
## 265 Hot DstHostSrvRerrorRate 7 2 -3.195762e-02
## 266 Hot IsAttack 7 1 3.595121e-02
## 267 NumFailedLogin Duration 8 39 -5.640087e-03
## 268 NumFailedLogin SrcBytes 8 38 -1.006719e-03
## 269 NumFailedLogin DstBytes 8 37 -5.967613e-03
## 270 NumFailedLogin Land 8 36 -8.409388e-04
## 271 NumFailedLogin WrongFragment 8 35 -2.546318e-03
## 272 NumFailedLogin Urgent 8 34 -8.188440e-04
## 273 NumFailedLogin Hot 8 33 7.929717e-03
## 274 NumFailedLogin NumFailedLogin 8 32 1.000000e+00
## 275 NumFailedLogin LoggedIn 8 31 -8.939769e-02
## 276 NumFailedLogin NumCompromised 8 30 7.323343e-04
## 277 NumFailedLogin RootShell 8 29 3.221024e-03
## 278 NumFailedLogin SuAttempted 8 28 -5.916053e-04
## 279 NumFailedLogin NumRoot 8 27 5.288674e-04
## 280 NumFailedLogin NumFile 8 26 4.779104e-03
## 281 NumFailedLogin NumShells 8 25 -1.010709e-03
## 282 NumFailedLogin NumAccessFiles 8 24 8.954451e-03
## 283 NumFailedLogin IsHostLogin 8 22 1.136516e-02
## 284 NumFailedLogin IsGuestLogin 8 21 1.442911e-01
## 285 NumFailedLogin Count 8 20 -4.963372e-02
## 286 NumFailedLogin SrvCount 8 19 -2.504952e-02
## 287 NumFailedLogin SerrorRate 8 18 -2.397929e-02
## 288 NumFailedLogin SrvSerrorRate 8 17 -2.387248e-02
## 289 NumFailedLogin RerrorRate 8 16 -2.961306e-02
## 290 NumFailedLogin SrvRerrorRate 8 15 -2.935259e-02
## 291 NumFailedLogin SameSrvRate 8 14 4.964312e-02
## 292 NumFailedLogin DiffSrvRate 8 13 -2.160571e-02
## 293 NumFailedLogin SrvDiffHostRate 8 12 -3.233263e-02
## 294 NumFailedLogin DstHostCount 8 11 3.781579e-02
## 295 NumFailedLogin DstHostSrvCount 8 10 -1.574095e-02
## 296 NumFailedLogin DstHostSameSrvRate 8 9 -1.439010e-02
## 297 NumFailedLogin DstHostDiffSrvRate 8 8 -8.994689e-03
## 298 NumFailedLogin DstHostSameSrcPortRate 8 7 -2.545887e-02
## 299 NumFailedLogin DstHostSrvDiffHostRate 8 6 -2.036535e-02
## 300 NumFailedLogin DstHostSerrorRate 8 5 -2.544398e-02
## 301 NumFailedLogin DstHostSrvSerrorRate 8 4 -2.469069e-02
## 302 NumFailedLogin DstHostRerrorRate 8 3 -3.756972e-02
## 303 NumFailedLogin DstHostSrvRerrorRate 8 2 -3.166394e-02
## 304 NumFailedLogin IsAttack 8 1 9.603410e-02
## 305 LoggedIn Duration 9 39 -6.756443e-02
## 306 LoggedIn SrcBytes 9 38 -8.783828e-03
## 307 LoggedIn DstBytes 9 37 7.147283e-02
## 308 LoggedIn Land 9 36 -1.281214e-02
## 309 LoggedIn WrongFragment 9 35 -3.879448e-02
## 310 LoggedIn Urgent 9 34 8.850734e-03
## 311 LoggedIn Hot 9 33 5.414217e-02
## 312 LoggedIn NumFailedLogin 9 32 -8.939769e-02
## 313 LoggedIn LoggedIn 9 31 1.000000e+00
## 314 LoggedIn NumCompromised 9 30 7.736499e-03
## 315 LoggedIn RootShell 9 29 2.386525e-02
## 316 LoggedIn SuAttempted 9 28 6.394552e-03
## 317 LoggedIn NumRoot 9 27 6.523522e-03
## 318 LoggedIn NumFile 9 26 8.383101e-03
## 319 LoggedIn NumShells 9 25 1.092456e-02
## 320 LoggedIn NumAccessFiles 9 24 4.420945e-02
## 321 LoggedIn IsHostLogin 9 22 1.049591e-02
## 322 LoggedIn IsGuestLogin 9 21 5.636058e-02
## 323 LoggedIn Count 9 20 -6.692799e-01
## 324 LoggedIn SrvCount 9 19 -1.477197e-01
## 325 LoggedIn SerrorRate 9 18 -3.922013e-01
## 326 LoggedIn SrvSerrorRate 9 17 -3.898716e-01
## 327 LoggedIn RerrorRate 9 16 -5.732886e-01
## 328 LoggedIn SrvRerrorRate 9 15 -5.692460e-01
## 329 LoggedIn SameSrvRate 9 14 7.467102e-01
## 330 LoggedIn DiffSrvRate 9 13 -2.883093e-01
## 331 LoggedIn SrvDiffHostRate 9 12 1.666107e-01
## 332 LoggedIn DstHostCount 9 11 -4.544817e-01
## 333 LoggedIn DstHostSrvCount 9 10 7.795075e-01
## 334 LoggedIn DstHostSameSrvRate 9 9 7.843585e-01
## 335 LoggedIn DstHostDiffSrvRate 9 8 -3.218939e-01
## 336 LoggedIn DstHostSameSrcPortRate 9 7 -1.402389e-01
## 337 LoggedIn DstHostSrvDiffHostRate 9 6 7.011745e-02
## 338 LoggedIn DstHostSerrorRate 9 5 -3.922446e-01
## 339 LoggedIn DstHostSrvSerrorRate 9 4 -3.931390e-01
## 340 LoggedIn DstHostRerrorRate 9 3 -5.864229e-01
## 341 LoggedIn DstHostSrvRerrorRate 9 2 -5.902757e-01
## 342 LoggedIn IsAttack 9 1 -7.794377e-01
## 343 NumCompromised Duration 10 39 9.118525e-02
## 344 NumCompromised SrcBytes 10 38 1.585081e-04
## 345 NumCompromised DstBytes 10 37 3.175752e-02
## 346 NumCompromised Land 10 36 -9.912111e-05
## 347 NumCompromised WrongFragment 10 35 -3.001335e-04
## 348 NumCompromised Urgent 10 34 7.030811e-02
## 349 NumCompromised Hot 10 33 2.280408e-02
## 350 NumCompromised NumFailedLogin 10 32 7.323343e-04
## 351 NumCompromised LoggedIn 10 31 7.736499e-03
## 352 NumCompromised NumCompromised 10 30 1.000000e+00
## 353 NumCompromised RootShell 10 29 2.677356e-01
## 354 NumCompromised SuAttempted 10 28 7.795500e-01
## 355 NumCompromised NumRoot 10 27 9.957751e-01
## 356 NumCompromised NumFile 10 26 1.270784e-02
## 357 NumCompromised NumShells 10 25 4.865863e-02
## 358 NumCompromised NumAccessFiles 10 24 1.779627e-01
## 359 NumCompromised IsHostLogin 10 22 -1.144574e-04
## 360 NumCompromised IsGuestLogin 10 21 -7.988398e-04
## 361 NumCompromised Count 10 20 -5.831307e-03
## 362 NumCompromised SrvCount 10 19 -2.808378e-03
## 363 NumCompromised SerrorRate 10 18 -3.057202e-03
## 364 NumCompromised SrvSerrorRate 10 17 -3.044619e-03
## 365 NumCompromised RerrorRate 10 16 -4.572572e-03
## 366 NumCompromised SrvRerrorRate 10 15 -4.580232e-03
## 367 NumCompromised SameSrvRate 10 14 5.857251e-03
## 368 NumCompromised DiffSrvRate 10 13 -2.577320e-03
## 369 NumCompromised SrvDiffHostRate 10 12 -3.179537e-03
## 370 NumCompromised DstHostCount 10 11 -9.650458e-03
## 371 NumCompromised DstHostSrvCount 10 10 -9.411162e-03
## 372 NumCompromised DstHostSameSrvRate 10 9 -6.413799e-03
## 373 NumCompromised DstHostDiffSrvRate 10 8 3.032462e-03
## 374 NumCompromised DstHostSameSrcPortRate 10 7 -5.247522e-04
## 375 NumCompromised DstHostSrvDiffHostRate 10 6 -6.314282e-04
## 376 NumCompromised DstHostSerrorRate 10 5 -2.526897e-03
## 377 NumCompromised DstHostSrvSerrorRate 10 4 -2.152520e-03
## 378 NumCompromised DstHostRerrorRate 10 3 -4.482288e-03
## 379 NumCompromised DstHostSrvRerrorRate 10 2 -4.008106e-03
## 380 NumCompromised IsAttack 10 1 -1.158605e-03
## 381 RootShell Duration 11 39 2.169723e-02
## 382 RootShell SrcBytes 11 38 -1.632277e-04
## 383 RootShell DstBytes 11 37 1.976007e-02
## 384 RootShell Land 11 36 -3.057650e-04
## 385 RootShell WrongFragment 11 35 -9.258402e-04
## 386 RootShell Urgent 11 34 3.476652e-01
## 387 RootShell Hot 11 33 1.203381e-01
## 388 RootShell NumFailedLogin 11 32 3.221024e-03
## 389 RootShell LoggedIn 11 31 2.386525e-02
## 390 RootShell NumCompromised 11 30 2.677356e-01
## 391 RootShell RootShell 11 29 1.000000e+00
## 392 RootShell SuAttempted 11 28 1.913271e-01
## 393 RootShell NumRoot 11 27 2.676663e-01
## 394 RootShell NumFile 11 26 5.516382e-02
## 395 RootShell NumShells 11 25 3.167979e-01
## 396 RootShell NumAccessFiles 11 24 1.614120e-01
## 397 RootShell IsHostLogin 11 22 7.300561e-02
## 398 RootShell IsGuestLogin 11 21 -2.778163e-03
## 399 RootShell Count 11 20 -1.774369e-02
## 400 RootShell SrvCount 11 19 -7.948003e-03
## 401 RootShell SerrorRate 11 18 -9.488849e-03
## 402 RootShell SrvSerrorRate 11 17 -9.442536e-03
## 403 RootShell RerrorRate 11 16 -1.478010e-02
## 404 RootShell SrvRerrorRate 11 15 -1.467470e-02
## 405 RootShell SameSrvRate 11 14 1.811627e-02
## 406 RootShell DiffSrvRate 11 13 -8.202825e-03
## 407 RootShell SrvDiffHostRate 11 12 -7.609298e-03
## 408 RootShell DstHostCount 11 11 -6.738560e-03
## 409 RootShell DstHostSrvCount 11 10 -1.680751e-02
## 410 RootShell DstHostSameSrvRate 11 9 -1.199469e-02
## 411 RootShell DstHostDiffSrvRate 11 8 1.208045e-02
## 412 RootShell DstHostSameSrcPortRate 11 7 1.067270e-03
## 413 RootShell DstHostSrvDiffHostRate 11 6 1.195895e-02
## 414 RootShell DstHostSerrorRate 11 5 -5.195676e-03
## 415 RootShell DstHostSrvSerrorRate 11 4 -4.894508e-03
## 416 RootShell DstHostRerrorRate 11 3 -1.000199e-02
## 417 RootShell DstHostSrvRerrorRate 11 2 -8.708652e-03
## 418 RootShell IsAttack 11 1 1.264771e-02
## 419 SuAttempted Duration 12 39 7.957040e-02
## 420 SuAttempted SrcBytes 12 38 1.190025e-04
## 421 SuAttempted DstBytes 12 37 2.407890e-02
## 422 SuAttempted Land 12 36 -8.192790e-05
## 423 SuAttempted WrongFragment 12 35 -2.480734e-04
## 424 SuAttempted Urgent 12 34 -7.977533e-05
## 425 SuAttempted Hot 12 33 4.961783e-03
## 426 SuAttempted NumFailedLogin 12 32 -5.916053e-04
## 427 SuAttempted LoggedIn 12 31 6.394552e-03
## 428 SuAttempted NumCompromised 12 30 7.795500e-01
## 429 SuAttempted RootShell 12 29 1.913271e-01
## 430 SuAttempted SuAttempted 12 28 1.000000e+00
## 431 SuAttempted NumRoot 12 27 7.820204e-01
## 432 SuAttempted NumFile 12 26 -7.556037e-05
## 433 SuAttempted NumShells 12 25 4.171835e-02
## 434 SuAttempted NumAccessFiles 12 24 1.468760e-01
## 435 SuAttempted IsHostLogin 12 22 -9.460403e-05
## 436 SuAttempted IsGuestLogin 12 21 -7.443923e-04
## 437 SuAttempted Count 12 20 -4.846360e-03
## 438 SuAttempted SrvCount 12 19 -2.441433e-03
## 439 SuAttempted SerrorRate 12 18 -2.542481e-03
## 440 SuAttempted SrvSerrorRate 12 17 -2.530071e-03
## 441 SuAttempted RerrorRate 12 16 -3.960239e-03
## 442 SuAttempted SrvRerrorRate 12 15 -3.931999e-03
## 443 SuAttempted SameSrvRate 12 14 4.854147e-03
## 444 SuAttempted DiffSrvRate 12 13 -2.197898e-03
## 445 SuAttempted SrvDiffHostRate 12 12 1.498865e-03
## 446 SuAttempted DstHostCount 12 11 -6.521201e-03
## 447 SuAttempted DstHostSrvCount 12 10 -8.757914e-03
## 448 SuAttempted DstHostSameSrvRate 12 9 -8.018267e-03
## 449 SuAttempted DstHostDiffSrvRate 12 8 1.178832e-03
## 450 SuAttempted DstHostSameSrcPortRate 12 7 -1.945406e-03
## 451 SuAttempted DstHostSrvDiffHostRate 12 6 -2.062607e-03
## 452 SuAttempted DstHostSerrorRate 12 5 -2.567430e-03
## 453 SuAttempted DstHostSrvSerrorRate 12 4 -2.537146e-03
## 454 SuAttempted DstHostRerrorRate 12 3 -4.036776e-03
## 455 SuAttempted DstHostSrvRerrorRate 12 2 -3.932680e-03
## 456 SuAttempted IsAttack 12 1 -3.710451e-03
## 457 NumRoot Duration 13 39 9.048057e-02
## 458 NumRoot SrcBytes 13 38 -6.367241e-05
## 459 NumRoot DstBytes 13 37 3.120240e-02
## 460 NumRoot Land 13 36 -8.358027e-05
## 461 NumRoot WrongFragment 13 35 -2.530767e-04
## 462 NumRoot Urgent 13 34 9.623842e-02
## 463 NumRoot Hot 13 33 1.999534e-02
## 464 NumRoot NumFailedLogin 13 32 5.288674e-04
## 465 NumRoot LoggedIn 13 31 6.523522e-03
## 466 NumRoot NumCompromised 13 30 9.957751e-01
## 467 NumRoot RootShell 13 29 2.676663e-01
## 468 NumRoot SuAttempted 13 28 7.820204e-01
## 469 NumRoot NumRoot 13 27 1.000000e+00
## 470 NumRoot NumFile 13 26 1.143429e-02
## 471 NumRoot NumShells 13 25 4.285510e-02
## 472 NumRoot NumAccessFiles 13 24 1.782836e-01
## 473 NumRoot IsHostLogin 13 22 1.816184e-03
## 474 NumRoot IsGuestLogin 13 21 -6.367150e-04
## 475 NumRoot Count 13 20 -4.944104e-03
## 476 NumRoot SrvCount 13 19 -2.510031e-03
## 477 NumRoot SerrorRate 13 18 -2.593759e-03
## 478 NumRoot SrvSerrorRate 13 17 -2.581099e-03
## 479 NumRoot RerrorRate 13 16 -4.040112e-03
## 480 NumRoot SrvRerrorRate 13 15 -4.011302e-03
## 481 NumRoot SameSrvRate 13 14 4.952048e-03
## 482 NumRoot DiffSrvRate 13 13 -2.242227e-03
## 483 NumRoot SrvDiffHostRate 13 12 -3.212327e-03
## 484 NumRoot DstHostCount 13 11 -1.083689e-02
## 485 NumRoot DstHostSrvCount 13 10 -1.029182e-02
## 486 NumRoot DstHostSameSrvRate 13 9 -7.128118e-03
## 487 NumRoot DstHostDiffSrvRate 13 8 3.304701e-03
## 488 NumRoot DstHostSameSrcPortRate 13 7 4.389377e-05
## 489 NumRoot DstHostSrvDiffHostRate 13 6 7.273442e-04
## 490 NumRoot DstHostSerrorRate 13 5 -2.380460e-03
## 491 NumRoot DstHostSrvSerrorRate 13 4 -2.073343e-03
## 492 NumRoot DstHostRerrorRate 13 3 -3.927375e-03
## 493 NumRoot DstHostSrvRerrorRate 13 2 -3.492887e-03
## 494 NumRoot IsAttack 13 1 -2.351913e-03
## 495 NumFile Duration 14 39 2.966341e-02
## 496 NumFile SrcBytes 14 38 -6.691971e-06
## 497 NumFile DstBytes 14 37 1.997268e-03
## 498 NumFile Land 14 36 -1.074055e-04
## 499 NumFile WrongFragment 14 35 -3.252181e-04
## 500 NumFile Urgent 14 34 2.193479e-02
## 501 NumFile Hot 14 33 5.824778e-01
## 502 NumFile NumFailedLogin 14 32 4.779104e-03
## 503 NumFile LoggedIn 14 31 8.383101e-03
## 504 NumFile NumCompromised 14 30 1.270784e-02
## 505 NumFile RootShell 14 29 5.516382e-02
## 506 NumFile SuAttempted 14 28 -7.556037e-05
## 507 NumFile NumRoot 14 27 1.143429e-02
## 508 NumFile NumFile 14 26 1.000000e+00
## 509 NumFile NumShells 14 25 1.093286e-01
## 510 NumFile NumAccessFiles 14 24 2.838999e-02
## 511 NumFile IsHostLogin 14 22 5.237221e-03
## 512 NumFile IsGuestLogin 14 21 3.997171e-04
## 513 NumFile Count 14 20 -6.352506e-03
## 514 NumFile SrvCount 14 19 -3.208512e-03
## 515 NumFile SerrorRate 14 18 -3.333130e-03
## 516 NumFile SrvSerrorRate 14 17 -3.316861e-03
## 517 NumFile RerrorRate 14 16 -5.191777e-03
## 518 NumFile SrvRerrorRate 14 15 -5.154754e-03
## 519 NumFile SameSrvRate 14 14 6.245235e-03
## 520 NumFile DiffSrvRate 14 13 -2.259260e-03
## 521 NumFile SrvDiffHostRate 14 12 -1.202717e-03
## 522 NumFile DstHostCount 14 11 -6.754760e-03
## 523 NumFile DstHostSrvCount 14 10 -1.031570e-02
## 524 NumFile DstHostSameSrvRate 14 9 -9.201564e-03
## 525 NumFile DstHostDiffSrvRate 14 8 8.372459e-03
## 526 NumFile DstHostSameSrcPortRate 14 7 -6.158003e-04
## 527 NumFile DstHostSrvDiffHostRate 14 6 6.763930e-03
## 528 NumFile DstHostSerrorRate 14 5 -1.987779e-03
## 529 NumFile DstHostSrvSerrorRate 14 4 -1.353931e-03
## 530 NumFile DstHostRerrorRate 14 3 -3.905621e-03
## 531 NumFile DstHostSrvRerrorRate 14 2 -3.536075e-03
## 532 NumFile IsAttack 14 1 -1.463384e-03
## 533 NumShells Duration 15 39 3.875125e-03
## 534 NumShells SrcBytes 15 38 -3.373342e-05
## 535 NumShells DstBytes 15 37 3.712234e-03
## 536 NumShells Land 15 36 -1.399671e-04
## 537 NumShells WrongFragment 15 35 -4.238128e-04
## 538 NumShells Urgent 15 34 7.582975e-02
## 539 NumShells Hot 15 33 4.192822e-02
## 540 NumShells NumFailedLogin 15 32 -1.010709e-03
## 541 NumShells LoggedIn 15 31 1.092456e-02
## 542 NumShells NumCompromised 15 30 4.865863e-02
## 543 NumShells RootShell 15 29 3.167979e-01
## 544 NumShells SuAttempted 15 28 4.171835e-02
## 545 NumShells NumRoot 15 27 4.285510e-02
## 546 NumShells NumFile 15 26 1.093286e-01
## 547 NumShells NumShells 15 25 1.000000e+00
## 548 NumShells NumAccessFiles 15 24 5.012434e-02
## 549 NumShells IsHostLogin 15 22 3.987689e-02
## 550 NumShells IsGuestLogin 15 21 -1.271733e-03
## 551 NumShells Count 15 20 -8.279606e-03
## 552 NumShells SrvCount 15 19 -4.205644e-03
## 553 NumShells SerrorRate 15 18 -4.343618e-03
## 554 NumShells SrvSerrorRate 15 17 -4.322418e-03
## 555 NumShells RerrorRate 15 16 -6.765742e-03
## 556 NumShells SrvRerrorRate 15 15 -6.717495e-03
## 557 NumShells SameSrvRate 15 14 8.292909e-03
## 558 NumShells DiffSrvRate 15 13 -3.754927e-03
## 559 NumShells SrvDiffHostRate 15 12 -5.492679e-03
## 560 NumShells DstHostCount 15 11 2.256934e-04
## 561 NumShells DstHostSrvCount 15 10 -1.339377e-02
## 562 NumShells DstHostSameSrvRate 15 9 -1.055534e-02
## 563 NumShells DstHostDiffSrvRate 15 8 7.669002e-04
## 564 NumShells DstHostSameSrcPortRate 15 7 -3.686093e-04
## 565 NumShells DstHostSrvDiffHostRate 15 6 2.326026e-02
## 566 NumShells DstHostSerrorRate 15 5 2.733909e-03
## 567 NumShells DstHostSrvSerrorRate 15 4 7.455390e-03
## 568 NumShells DstHostRerrorRate 15 3 -4.400205e-03
## 569 NumShells DstHostSrvRerrorRate 15 2 -5.212252e-03
## 570 NumShells IsAttack 15 1 1.656377e-02
## 571 NumAccessFiles Duration 16 39 1.372708e-02
## 572 NumAccessFiles SrcBytes 16 38 -5.536569e-04
## 573 NumAccessFiles DstBytes 16 37 8.555774e-03
## 574 NumAccessFiles Land 16 36 -5.664176e-04
## 575 NumAccessFiles WrongFragment 16 35 -1.715083e-03
## 576 NumAccessFiles Urgent 16 34 6.633456e-02
## 577 NumAccessFiles Hot 16 33 2.712531e-02
## 578 NumAccessFiles NumFailedLogin 16 32 8.954451e-03
## 579 NumAccessFiles LoggedIn 16 31 4.420945e-02
## 580 NumAccessFiles NumCompromised 16 30 1.779627e-01
## 581 NumAccessFiles RootShell 16 29 1.614120e-01
## 582 NumAccessFiles SuAttempted 16 28 1.468760e-01
## 583 NumAccessFiles NumRoot 16 27 1.782836e-01
## 584 NumAccessFiles NumFile 16 26 2.838999e-02
## 585 NumAccessFiles NumShells 16 25 5.012434e-02
## 586 NumAccessFiles NumAccessFiles 16 24 1.000000e+00
## 587 NumAccessFiles IsHostLogin 16 22 1.697237e-02
## 588 NumAccessFiles IsGuestLogin 16 21 -2.885129e-03
## 589 NumAccessFiles Count 16 20 -3.225626e-02
## 590 NumAccessFiles SrvCount 16 19 -1.209835e-02
## 591 NumAccessFiles SerrorRate 16 18 -1.757772e-02
## 592 NumAccessFiles SrvSerrorRate 16 17 -1.749193e-02
## 593 NumAccessFiles RerrorRate 16 16 -2.710607e-02
## 594 NumAccessFiles SrvRerrorRate 16 15 -2.718431e-02
## 595 NumAccessFiles SameSrvRate 16 14 3.321184e-02
## 596 NumAccessFiles DiffSrvRate 16 13 -1.338182e-02
## 597 NumAccessFiles SrvDiffHostRate 16 12 1.445477e-02
## 598 NumAccessFiles DstHostCount 16 11 6.174971e-03
## 599 NumAccessFiles DstHostSrvCount 16 10 7.672542e-03
## 600 NumAccessFiles DstHostSameSrvRate 16 9 1.181249e-02
## 601 NumAccessFiles DstHostDiffSrvRate 16 8 5.505389e-04
## 602 NumAccessFiles DstHostSameSrcPortRate 16 7 -1.346964e-02
## 603 NumAccessFiles DstHostSrvDiffHostRate 16 6 6.995358e-03
## 604 NumAccessFiles DstHostSerrorRate 16 5 -1.610127e-02
## 605 NumAccessFiles DstHostSrvSerrorRate 16 4 -1.580055e-02
## 606 NumAccessFiles DstHostRerrorRate 16 3 -2.273349e-02
## 607 NumAccessFiles DstHostSrvRerrorRate 16 2 -2.532107e-02
## 608 NumAccessFiles IsAttack 16 1 -2.978909e-02
## 609 NumOutboundCmds NumOutboundCmds 17 23 1.000000e+00
## 610 IsHostLogin Duration 18 39 -3.326144e-04
## 611 IsHostLogin SrcBytes 18 38 -1.602330e-04
## 612 IsHostLogin DstBytes 18 37 -8.059175e-04
## 613 IsHostLogin Land 18 36 -1.344751e-04
## 614 IsHostLogin WrongFragment 18 35 -4.071836e-04
## 615 IsHostLogin Urgent 18 34 -1.309419e-04
## 616 IsHostLogin Hot 18 33 3.235395e-02
## 617 IsHostLogin NumFailedLogin 18 32 1.136516e-02
## 618 IsHostLogin LoggedIn 18 31 1.049591e-02
## 619 IsHostLogin NumCompromised 18 30 -1.144574e-04
## 620 IsHostLogin RootShell 18 29 7.300561e-02
## 621 IsHostLogin SuAttempted 18 28 -9.460403e-05
## 622 IsHostLogin NumRoot 18 27 1.816184e-03
## 623 IsHostLogin NumFile 18 26 5.237221e-03
## 624 IsHostLogin NumShells 18 25 3.987689e-02
## 625 IsHostLogin NumAccessFiles 18 24 1.697237e-02
## 626 IsHostLogin IsHostLogin 18 22 1.000000e+00
## 627 IsHostLogin IsGuestLogin 18 21 -1.221833e-03
## 628 IsHostLogin Count 18 20 -7.944856e-03
## 629 IsHostLogin SrvCount 18 19 -4.040626e-03
## 630 IsHostLogin SerrorRate 18 18 -4.173186e-03
## 631 IsHostLogin SrvSerrorRate 18 17 -4.152818e-03
## 632 IsHostLogin RerrorRate 18 16 -6.500273e-03
## 633 IsHostLogin SrvRerrorRate 18 15 -6.453919e-03
## 634 IsHostLogin SameSrvRate 18 14 6.740077e-03
## 635 IsHostLogin DiffSrvRate 18 13 2.840193e-03
## 636 IsHostLogin SrvDiffHostRate 18 12 -5.277162e-03
## 637 IsHostLogin DstHostCount 18 11 -1.308376e-02
## 638 IsHostLogin DstHostSrvCount 18 10 -1.615714e-02
## 639 IsHostLogin DstHostSameSrvRate 18 9 -7.187538e-03
## 640 IsHostLogin DstHostDiffSrvRate 18 8 1.936610e-02
## 641 IsHostLogin DstHostSameSrcPortRate 18 7 1.610562e-02
## 642 IsHostLogin DstHostSrvDiffHostRate 18 6 -3.724123e-03
## 643 IsHostLogin DstHostSerrorRate 18 5 -4.214138e-03
## 644 IsHostLogin DstHostSrvSerrorRate 18 4 -4.164430e-03
## 645 IsHostLogin DstHostRerrorRate 18 3 -6.625899e-03
## 646 IsHostLogin DstHostSrvRerrorRate 18 2 -6.455037e-03
## 647 IsHostLogin IsAttack 18 1 1.377457e-02
## 648 IsGuestLogin Duration 19 39 1.583162e-02
## 649 IsGuestLogin SrcBytes 19 38 -1.245673e-03
## 650 IsGuestLogin DstBytes 19 37 -6.752922e-03
## 651 IsGuestLogin Land 19 36 -1.058118e-03
## 652 IsGuestLogin WrongFragment 19 35 -3.203926e-03
## 653 IsGuestLogin Urgent 19 34 -1.030317e-03
## 654 IsGuestLogin Hot 19 33 4.313461e-01
## 655 IsGuestLogin NumFailedLogin 19 32 1.442911e-01
## 656 IsGuestLogin LoggedIn 19 31 5.636058e-02
## 657 IsGuestLogin NumCompromised 19 30 -7.988398e-04
## 658 IsGuestLogin RootShell 19 29 -2.778163e-03
## 659 IsGuestLogin SuAttempted 19 28 -7.443923e-04
## 660 IsGuestLogin NumRoot 19 27 -6.367150e-04
## 661 IsGuestLogin NumFile 19 26 3.997171e-04
## 662 IsGuestLogin NumShells 19 25 -1.271733e-03
## 663 IsGuestLogin NumAccessFiles 19 24 -2.885129e-03
## 664 IsGuestLogin IsHostLogin 19 22 -1.221833e-03
## 665 IsGuestLogin IsGuestLogin 19 21 1.000000e+00
## 666 IsGuestLogin Count 19 20 -6.252597e-02
## 667 IsGuestLogin SrvCount 19 19 -3.177375e-02
## 668 IsGuestLogin SerrorRate 19 18 -3.168953e-02
## 669 IsGuestLogin SrvSerrorRate 19 17 -3.176762e-02
## 670 IsGuestLogin RerrorRate 19 16 -5.048383e-02
## 671 IsGuestLogin SrvRerrorRate 19 15 -5.078269e-02
## 672 IsGuestLogin SameSrvRate 19 14 5.641258e-02
## 673 IsGuestLogin DiffSrvRate 19 13 -1.759060e-03
## 674 IsGuestLogin SrvDiffHostRate 19 12 -3.862819e-02
## 675 IsGuestLogin DstHostCount 19 11 9.176152e-03
## 676 IsGuestLogin DstHostSrvCount 19 10 -9.815169e-02
## 677 IsGuestLogin DstHostSameSrvRate 19 9 -7.846146e-02
## 678 IsGuestLogin DstHostDiffSrvRate 19 8 8.278325e-02
## 679 IsGuestLogin DstHostSameSrcPortRate 19 7 -2.607718e-02
## 680 IsGuestLogin DstHostSrvDiffHostRate 19 6 -2.484360e-02
## 681 IsGuestLogin DstHostSerrorRate 19 5 -1.573890e-02
## 682 IsGuestLogin DstHostSrvSerrorRate 19 4 -3.213812e-02
## 683 IsGuestLogin DstHostRerrorRate 19 3 -1.326599e-02
## 684 IsGuestLogin DstHostSrvRerrorRate 19 2 -5.015117e-02
## 685 IsGuestLogin IsAttack 19 1 9.338191e-02
## 686 Count Duration 20 39 -5.287215e-02
## 687 Count SrcBytes 20 38 -7.869427e-03
## 688 Count DstBytes 20 37 -5.252097e-02
## 689 Count Land 20 36 -6.888870e-03
## 690 Count WrongFragment 20 35 -1.031341e-02
## 691 Count Urgent 20 34 -6.707873e-03
## 692 Count Hot 20 33 -4.255751e-02
## 693 Count NumFailedLogin 20 32 -4.963372e-02
## 694 Count LoggedIn 20 31 -6.692799e-01
## 695 Count NumCompromised 20 30 -5.831307e-03
## 696 Count RootShell 20 29 -1.774369e-02
## 697 Count SuAttempted 20 28 -4.846360e-03
## 698 Count NumRoot 20 27 -4.944104e-03
## 699 Count NumFile 20 26 -6.352506e-03
## 700 Count NumShells 20 25 -8.279606e-03
## 701 Count NumAccessFiles 20 24 -3.225626e-02
## 702 Count IsHostLogin 20 22 -7.944856e-03
## 703 Count IsGuestLogin 20 21 -6.252597e-02
## 704 Count Count 20 20 1.000000e+00
## 705 Count SrvCount 20 19 4.121607e-01
## 706 Count SerrorRate 20 18 2.979376e-01
## 707 Count SrvSerrorRate 20 17 3.019173e-01
## 708 Count RerrorRate 20 16 5.839354e-01
## 709 Count SrvRerrorRate 20 15 5.776617e-01
## 710 Count SameSrvRate 20 14 -7.583171e-01
## 711 Count DiffSrvRate 20 13 2.984537e-01
## 712 Count SrvDiffHostRate 20 12 -2.578356e-01
## 713 Count DstHostCount 20 11 4.408110e-01
## 714 Count DstHostSrvCount 20 10 -5.990733e-01
## 715 Count DstHostSameSrvRate 20 9 -6.550293e-01
## 716 Count DstHostDiffSrvRate 20 8 3.522246e-01
## 717 Count DstHostSameSrcPortRate 20 7 5.896185e-02
## 718 Count DstHostSrvDiffHostRate 20 6 -1.762410e-01
## 719 Count DstHostSerrorRate 20 5 3.051544e-01
## 720 Count DstHostSrvSerrorRate 20 4 3.076703e-01
## 721 Count DstHostRerrorRate 20 3 5.999549e-01
## 722 Count DstHostSrvRerrorRate 20 2 5.882756e-01
## 723 Count IsAttack 20 1 6.418846e-01
## 724 SrvCount Duration 21 39 -2.280712e-02
## 725 SrvCount SrcBytes 21 38 -2.844733e-03
## 726 SrvCount DstBytes 21 37 -1.638355e-02
## 727 SrvCount Land 21 36 -3.319797e-03
## 728 SrvCount WrongFragment 21 35 1.041556e-02
## 729 SrvCount Urgent 21 34 -3.407278e-03
## 730 SrvCount Hot 21 33 -1.938440e-02
## 731 SrvCount NumFailedLogin 21 32 -2.504952e-02
## 732 SrvCount LoggedIn 21 31 -1.477197e-01
## 733 SrvCount NumCompromised 21 30 -2.808378e-03
## 734 SrvCount RootShell 21 29 -7.948003e-03
## 735 SrvCount SuAttempted 21 28 -2.441433e-03
## 736 SrvCount NumRoot 21 27 -2.510031e-03
## 737 SrvCount NumFile 21 26 -3.208512e-03
## 738 SrvCount NumShells 21 25 -4.205644e-03
## 739 SrvCount NumAccessFiles 21 24 -1.209835e-02
## 740 SrvCount IsHostLogin 21 22 -4.040626e-03
## 741 SrvCount IsGuestLogin 21 21 -3.177375e-02
## 742 SrvCount Count 21 20 4.121607e-01
## 743 SrvCount SrvCount 21 19 1.000000e+00
## 744 SrvCount SerrorRate 21 18 -4.117734e-02
## 745 SrvCount SrvSerrorRate 21 17 -4.123473e-02
## 746 SrvCount RerrorRate 21 16 -7.763315e-02
## 747 SrvCount SrvRerrorRate 21 15 -7.678615e-02
## 748 SrvCount SameSrvRate 21 14 1.070818e-01
## 749 SrvCount DiffSrvRate 21 13 -6.805357e-02
## 750 SrvCount SrvDiffHostRate 21 12 -7.529317e-02
## 751 SrvCount DstHostCount 21 11 1.109348e-01
## 752 SrvCount DstHostSrvCount 21 10 1.390196e-01
## 753 SrvCount DstHostSameSrvRate 21 9 1.313576e-01
## 754 SrvCount DstHostDiffSrvRate 21 8 -7.723383e-02
## 755 SrvCount DstHostSameSrcPortRate 21 7 3.965463e-01
## 756 SrvCount DstHostSrvDiffHostRate 21 6 -4.569741e-02
## 757 SrvCount DstHostSerrorRate 21 5 -4.727635e-02
## 758 SrvCount DstHostSrvSerrorRate 21 4 -4.701363e-02
## 759 SrvCount DstHostRerrorRate 21 3 -7.741460e-02
## 760 SrvCount DstHostSrvRerrorRate 21 2 -7.826189e-02
## 761 SrvCount IsAttack 21 1 -4.551305e-03
## 762 SerrorRate Duration 22 39 -1.000297e-02
## 763 SerrorRate SrcBytes 22 38 -4.238238e-03
## 764 SerrorRate DstBytes 22 37 -2.690763e-02
## 765 SerrorRate Land 22 36 3.355739e-02
## 766 SerrorRate WrongFragment 22 35 -1.094305e-02
## 767 SerrorRate Urgent 22 34 -3.519061e-03
## 768 SerrorRate Hot 22 33 -2.144904e-02
## 769 SerrorRate NumFailedLogin 22 32 -2.397929e-02
## 770 SerrorRate LoggedIn 22 31 -3.922013e-01
## 771 SerrorRate NumCompromised 22 30 -3.057202e-03
## 772 SerrorRate RootShell 22 29 -9.488849e-03
## 773 SerrorRate SuAttempted 22 28 -2.542481e-03
## 774 SerrorRate NumRoot 22 27 -2.593759e-03
## 775 SerrorRate NumFile 22 26 -3.333130e-03
## 776 SerrorRate NumShells 22 25 -4.343618e-03
## 777 SerrorRate NumAccessFiles 22 24 -1.757772e-02
## 778 SerrorRate IsHostLogin 22 22 -4.173186e-03
## 779 SerrorRate IsGuestLogin 22 21 -3.168953e-02
## 780 SerrorRate Count 22 20 2.979376e-01
## 781 SerrorRate SrvCount 22 19 -4.117734e-02
## 782 SerrorRate SerrorRate 22 18 1.000000e+00
## 783 SerrorRate SrvSerrorRate 22 17 9.797161e-01
## 784 SerrorRate RerrorRate 22 16 -1.480868e-01
## 785 SerrorRate SrvRerrorRate 22 15 -1.419429e-01
## 786 SerrorRate SameSrvRate 22 14 -4.378957e-01
## 787 SerrorRate DiffSrvRate 22 13 5.924494e-02
## 788 SerrorRate SrvDiffHostRate 22 12 -1.183662e-01
## 789 SerrorRate DstHostCount 22 11 2.320029e-01
## 790 SerrorRate DstHostSrvCount 22 10 -3.927762e-01
## 791 SerrorRate DstHostSameSrvRate 22 9 -4.239749e-01
## 792 SerrorRate DstHostDiffSrvRate 22 8 1.222401e-01
## 793 SerrorRate DstHostSameSrcPortRate 22 7 -9.626672e-02
## 794 SerrorRate DstHostSrvDiffHostRate 22 6 -9.008645e-02
## 795 SerrorRate DstHostSerrorRate 22 5 9.665980e-01
## 796 SerrorRate DstHostSrvSerrorRate 22 4 9.583626e-01
## 797 SerrorRate DstHostRerrorRate 22 3 -1.276429e-01
## 798 SerrorRate DstHostSrvRerrorRate 22 2 -1.295964e-01
## 799 SerrorRate IsAttack 22 1 4.231564e-01
## 800 SrvSerrorRate Duration 23 39 -1.256110e-02
## 801 SrvSerrorRate SrcBytes 23 38 -4.220609e-03
## 802 SrvSerrorRate DstBytes 23 37 -2.679679e-02
## 803 SrvSerrorRate Land 23 36 3.321412e-02
## 804 SrvSerrorRate WrongFragment 23 35 -1.088964e-02
## 805 SrvSerrorRate Urgent 23 34 -3.501885e-03
## 806 SrvSerrorRate Hot 23 33 -2.145979e-02
## 807 SrvSerrorRate NumFailedLogin 23 32 -2.387248e-02
## 808 SrvSerrorRate LoggedIn 23 31 -3.898716e-01
## 809 SrvSerrorRate NumCompromised 23 30 -3.044619e-03
## 810 SrvSerrorRate RootShell 23 29 -9.442536e-03
## 811 SrvSerrorRate SuAttempted 23 28 -2.530071e-03
## 812 SrvSerrorRate NumRoot 23 27 -2.581099e-03
## 813 SrvSerrorRate NumFile 23 26 -3.316861e-03
## 814 SrvSerrorRate NumShells 23 25 -4.322418e-03
## 815 SrvSerrorRate NumAccessFiles 23 24 -1.749193e-02
## 816 SrvSerrorRate IsHostLogin 23 22 -4.152818e-03
## 817 SrvSerrorRate IsGuestLogin 23 21 -3.176762e-02
## 818 SrvSerrorRate Count 23 20 3.019173e-01
## 819 SrvSerrorRate SrvCount 23 19 -4.123473e-02
## 820 SrvSerrorRate SerrorRate 23 18 9.797161e-01
## 821 SrvSerrorRate SrvSerrorRate 23 17 1.000000e+00
## 822 SrvSerrorRate RerrorRate 23 16 -1.379839e-01
## 823 SrvSerrorRate SrvRerrorRate 23 15 -1.591447e-01
## 824 SrvSerrorRate SameSrvRate 23 14 -4.371970e-01
## 825 SrvSerrorRate DiffSrvRate 23 13 7.316949e-02
## 826 SrvSerrorRate SrvDiffHostRate 23 12 -1.184497e-01
## 827 SrvSerrorRate DstHostCount 23 11 2.324470e-01
## 828 SrvSerrorRate DstHostSrvCount 23 10 -3.908206e-01
## 829 SrvSerrorRate DstHostSameSrvRate 23 9 -4.220893e-01
## 830 SrvSerrorRate DstHostDiffSrvRate 23 8 1.341463e-01
## 831 SrvSerrorRate DstHostSameSrcPortRate 23 7 -9.616372e-02
## 832 SrvSerrorRate DstHostSrvDiffHostRate 23 6 -9.004272e-02
## 833 SrvSerrorRate DstHostSerrorRate 23 5 9.457686e-01
## 834 SrvSerrorRate DstHostSrvSerrorRate 23 4 9.741907e-01
## 835 SrvSerrorRate DstHostRerrorRate 23 3 -1.174081e-01
## 836 SrvSerrorRate DstHostSrvRerrorRate 23 2 -1.453804e-01
## 837 SrvSerrorRate IsAttack 23 1 4.206692e-01
## 838 RerrorRate Duration 24 39 -1.503087e-02
## 839 RerrorRate SrcBytes 24 38 -2.922439e-03
## 840 RerrorRate DstBytes 24 37 -4.598759e-02
## 841 RerrorRate Land 24 36 -5.629292e-03
## 842 RerrorRate WrongFragment 24 35 -1.704520e-02
## 843 RerrorRate Urgent 24 34 -5.481388e-03
## 844 RerrorRate Hot 24 33 -3.076254e-02
## 845 RerrorRate NumFailedLogin 24 32 -2.961306e-02
## 846 RerrorRate LoggedIn 24 31 -5.732886e-01
## 847 RerrorRate NumCompromised 24 30 -4.572572e-03
## 848 RerrorRate RootShell 24 29 -1.478010e-02
## 849 RerrorRate SuAttempted 24 28 -3.960239e-03
## 850 RerrorRate NumRoot 24 27 -4.040112e-03
## 851 RerrorRate NumFile 24 26 -5.191777e-03
## 852 RerrorRate NumShells 24 25 -6.765742e-03
## 853 RerrorRate NumAccessFiles 24 24 -2.710607e-02
## 854 RerrorRate IsHostLogin 24 22 -6.500273e-03
## 855 RerrorRate IsGuestLogin 24 21 -5.048383e-02
## 856 RerrorRate Count 24 20 5.839354e-01
## 857 RerrorRate SrvCount 24 19 -7.763315e-02
## 858 RerrorRate SerrorRate 24 18 -1.480868e-01
## 859 RerrorRate SrvSerrorRate 24 17 -1.379839e-01
## 860 RerrorRate RerrorRate 24 16 1.000000e+00
## 861 RerrorRate SrvRerrorRate 24 15 9.864812e-01
## 862 RerrorRate SameSrvRate 24 14 -7.299010e-01
## 863 RerrorRate DiffSrvRate 24 13 2.812673e-01
## 864 RerrorRate SrvDiffHostRate 24 12 -1.280611e-01
## 865 RerrorRate DstHostCount 24 11 3.715640e-01
## 866 RerrorRate DstHostSrvCount 24 10 -6.342358e-01
## 867 RerrorRate DstHostSameSrvRate 24 9 -6.863160e-01
## 868 RerrorRate DstHostDiffSrvRate 24 8 2.424159e-01
## 869 RerrorRate DstHostSameSrcPortRate 24 7 -1.594657e-01
## 870 RerrorRate DstHostSrvDiffHostRate 24 6 -1.451976e-01
## 871 RerrorRate DstHostSerrorRate 24 5 -1.479510e-01
## 872 RerrorRate DstHostSrvSerrorRate 24 4 -1.417705e-01
## 873 RerrorRate DstHostRerrorRate 24 3 9.582492e-01
## 874 RerrorRate DstHostSrvRerrorRate 24 2 9.715285e-01
## 875 RerrorRate IsAttack 24 1 6.596119e-01
## 876 SrvRerrorRate Duration 25 39 -1.350583e-02
## 877 SrvRerrorRate SrcBytes 25 38 -2.890222e-03
## 878 SrvRerrorRate DstBytes 25 37 -4.558347e-02
## 879 SrvRerrorRate Land 25 36 -5.589149e-03
## 880 SrvRerrorRate WrongFragment 25 35 -1.692365e-02
## 881 SrvRerrorRate Urgent 25 34 -5.442300e-03
## 882 SrvRerrorRate Hot 25 33 -3.122734e-02
## 883 SrvRerrorRate NumFailedLogin 25 32 -2.935259e-02
## 884 SrvRerrorRate LoggedIn 25 31 -5.692460e-01
## 885 SrvRerrorRate NumCompromised 25 30 -4.580232e-03
## 886 SrvRerrorRate RootShell 25 29 -1.467470e-02
## 887 SrvRerrorRate SuAttempted 25 28 -3.931999e-03
## 888 SrvRerrorRate NumRoot 25 27 -4.011302e-03
## 889 SrvRerrorRate NumFile 25 26 -5.154754e-03
## 890 SrvRerrorRate NumShells 25 25 -6.717495e-03
## 891 SrvRerrorRate NumAccessFiles 25 24 -2.718431e-02
## 892 SrvRerrorRate IsHostLogin 25 22 -6.453919e-03
## 893 SrvRerrorRate IsGuestLogin 25 21 -5.078269e-02
## 894 SrvRerrorRate Count 25 20 5.776617e-01
## 895 SrvRerrorRate SrvCount 25 19 -7.678615e-02
## 896 SrvRerrorRate SerrorRate 25 18 -1.419429e-01
## 897 SrvRerrorRate SrvSerrorRate 25 17 -1.591447e-01
## 898 SrvRerrorRate RerrorRate 25 16 9.864812e-01
## 899 SrvRerrorRate SrvRerrorRate 25 15 1.000000e+00
## 900 SrvRerrorRate SameSrvRate 25 14 -7.256263e-01
## 901 SrvRerrorRate DiffSrvRate 25 13 2.683837e-01
## 902 SrvRerrorRate SrvDiffHostRate 25 12 -1.290942e-01
## 903 SrvRerrorRate DstHostCount 25 11 3.684075e-01
## 904 SrvRerrorRate DstHostSrvCount 25 10 -6.300388e-01
## 905 SrvRerrorRate DstHostSameSrvRate 25 9 -6.815532e-01
## 906 SrvRerrorRate DstHostDiffSrvRate 25 8 2.290291e-01
## 907 SrvRerrorRate DstHostSameSrcPortRate 25 7 -1.577288e-01
## 908 SrvRerrorRate DstHostSrvDiffHostRate 25 6 -1.430485e-01
## 909 SrvRerrorRate DstHostSerrorRate 25 5 -1.406541e-01
## 910 SrvRerrorRate DstHostSrvSerrorRate 25 4 -1.606869e-01
## 911 SrvRerrorRate DstHostRerrorRate 25 3 9.467691e-01
## 912 SrvRerrorRate DstHostSrvRerrorRate 25 2 9.818242e-01
## 913 SrvRerrorRate IsAttack 25 1 6.538890e-01
## 914 SameSrvRate Duration 26 39 5.425454e-02
## 915 SameSrvRate SrcBytes 26 38 8.520797e-03
## 916 SameSrvRate DstBytes 26 37 5.670679e-02
## 917 SameSrvRate Land 26 36 6.899939e-03
## 918 SameSrvRate WrongFragment 26 35 2.089265e-02
## 919 SameSrvRate Urgent 26 34 6.718650e-03
## 920 SameSrvRate Hot 26 33 3.923601e-02
## 921 SameSrvRate NumFailedLogin 26 32 4.964312e-02
## 922 SameSrvRate LoggedIn 26 31 7.467102e-01
## 923 SameSrvRate NumCompromised 26 30 5.857251e-03
## 924 SameSrvRate RootShell 26 29 1.811627e-02
## 925 SameSrvRate SuAttempted 26 28 4.854147e-03
## 926 SameSrvRate NumRoot 26 27 4.952048e-03
## 927 SameSrvRate NumFile 26 26 6.245235e-03
## 928 SameSrvRate NumShells 26 25 8.292909e-03
## 929 SameSrvRate NumAccessFiles 26 24 3.321184e-02
## 930 SameSrvRate IsHostLogin 26 22 6.740077e-03
## 931 SameSrvRate IsGuestLogin 26 21 5.641258e-02
## 932 SameSrvRate Count 26 20 -7.583171e-01
## 933 SameSrvRate SrvCount 26 19 1.070818e-01
## 934 SameSrvRate SerrorRate 26 18 -4.378957e-01
## 935 SameSrvRate SrvSerrorRate 26 17 -4.371970e-01
## 936 SameSrvRate RerrorRate 26 16 -7.299010e-01
## 937 SameSrvRate SrvRerrorRate 26 15 -7.256263e-01
## 938 SameSrvRate SameSrvRate 26 14 1.000000e+00
## 939 SameSrvRate DiffSrvRate 26 13 -3.858970e-01
## 940 SameSrvRate SrvDiffHostRate 26 12 2.237411e-01
## 941 SameSrvRate DstHostCount 26 11 -4.722152e-01
## 942 SameSrvRate DstHostSrvCount 26 10 8.324072e-01
## 943 SameSrvRate DstHostSameSrvRate 26 9 8.967699e-01
## 944 SameSrvRate DstHostDiffSrvRate 26 8 -3.263260e-01
## 945 SameSrvRate DstHostSameSrcPortRate 26 7 1.550289e-01
## 946 SameSrvRate DstHostSrvDiffHostRate 26 6 1.835253e-01
## 947 SameSrvRate DstHostSerrorRate 26 5 -4.523969e-01
## 948 SameSrvRate DstHostSrvSerrorRate 26 4 -4.483843e-01
## 949 SameSrvRate DstHostRerrorRate 26 3 -7.428595e-01
## 950 SameSrvRate DstHostSrvRerrorRate 26 2 -7.401381e-01
## 951 SameSrvRate IsAttack 26 1 -7.983562e-01
## 952 DiffSrvRate Duration 27 39 -1.913374e-02
## 953 DiffSrvRate SrcBytes 27 38 -3.589710e-03
## 954 DiffSrvRate DstBytes 27 37 -2.455477e-02
## 955 DiffSrvRate Land 27 36 -3.124207e-03
## 956 DiffSrvRate WrongFragment 27 35 -9.459935e-03
## 957 DiffSrvRate Urgent 27 34 -3.042122e-03
## 958 DiffSrvRate Hot 27 33 -1.124485e-03
## 959 DiffSrvRate NumFailedLogin 27 32 -2.160571e-02
## 960 DiffSrvRate LoggedIn 27 31 -2.883093e-01
## 961 DiffSrvRate NumCompromised 27 30 -2.577320e-03
## 962 DiffSrvRate RootShell 27 29 -8.202825e-03
## 963 DiffSrvRate SuAttempted 27 28 -2.197898e-03
## 964 DiffSrvRate NumRoot 27 27 -2.242227e-03
## 965 DiffSrvRate NumFile 27 26 -2.259260e-03
## 966 DiffSrvRate NumShells 27 25 -3.754927e-03
## 967 DiffSrvRate NumAccessFiles 27 24 -1.338182e-02
## 968 DiffSrvRate IsHostLogin 27 22 2.840193e-03
## 969 DiffSrvRate IsGuestLogin 27 21 -1.759060e-03
## 970 DiffSrvRate Count 27 20 2.984537e-01
## 971 DiffSrvRate SrvCount 27 19 -6.805357e-02
## 972 DiffSrvRate SerrorRate 27 18 5.924494e-02
## 973 DiffSrvRate SrvSerrorRate 27 17 7.316949e-02
## 974 DiffSrvRate RerrorRate 27 16 2.812673e-01
## 975 DiffSrvRate SrvRerrorRate 27 15 2.683837e-01
## 976 DiffSrvRate SameSrvRate 27 14 -3.858970e-01
## 977 DiffSrvRate DiffSrvRate 27 13 1.000000e+00
## 978 DiffSrvRate SrvDiffHostRate 27 12 7.253239e-02
## 979 DiffSrvRate DstHostCount 27 11 1.572454e-01
## 980 DiffSrvRate DstHostSrvCount 27 10 -3.349431e-01
## 981 DiffSrvRate DstHostSameSrvRate 27 9 -3.580902e-01
## 982 DiffSrvRate DstHostDiffSrvRate 27 8 6.149680e-01
## 983 DiffSrvRate DstHostSameSrcPortRate 27 7 5.373388e-02
## 984 DiffSrvRate DstHostSrvDiffHostRate 27 6 -5.838959e-02
## 985 DiffSrvRate DstHostSerrorRate 27 5 6.188234e-02
## 986 DiffSrvRate DstHostSrvSerrorRate 27 4 7.472808e-02
## 987 DiffSrvRate DstHostRerrorRate 27 3 2.574634e-01
## 988 DiffSrvRate DstHostSrvRerrorRate 27 2 2.766763e-01
## 989 DiffSrvRate IsAttack 27 1 3.059107e-01
## 990 SrvDiffHostRate Duration 28 39 -2.326520e-02
## 991 SrvDiffHostRate SrcBytes 28 38 -3.833327e-03
## 992 SrvDiffHostRate DstBytes 28 37 3.360408e-03
## 993 SrvDiffHostRate Land 28 36 3.191116e-02
## 994 SrvDiffHostRate WrongFragment 28 35 6.893254e-03
## 995 SrvDiffHostRate Urgent 28 34 -4.449994e-03
## 996 SrvDiffHostRate Hot 28 33 -1.538317e-02
## 997 SrvDiffHostRate NumFailedLogin 28 32 -3.233263e-02
## 998 SrvDiffHostRate LoggedIn 28 31 1.666107e-01
## 999 SrvDiffHostRate NumCompromised 28 30 -3.179537e-03
## 1000 SrvDiffHostRate RootShell 28 29 -7.609298e-03
## 1001 SrvDiffHostRate SuAttempted 28 28 1.498865e-03
## 1002 SrvDiffHostRate NumRoot 28 27 -3.212327e-03
## 1003 SrvDiffHostRate NumFile 28 26 -1.202717e-03
## 1004 SrvDiffHostRate NumShells 28 25 -5.492679e-03
## 1005 SrvDiffHostRate NumAccessFiles 28 24 1.445477e-02
## 1006 SrvDiffHostRate IsHostLogin 28 22 -5.277162e-03
## 1007 SrvDiffHostRate IsGuestLogin 28 21 -3.862819e-02
## 1008 SrvDiffHostRate Count 28 20 -2.578356e-01
## 1009 SrvDiffHostRate SrvCount 28 19 -7.529317e-02
## 1010 SrvDiffHostRate SerrorRate 28 18 -1.183662e-01
## 1011 SrvDiffHostRate SrvSerrorRate 28 17 -1.184497e-01
## 1012 SrvDiffHostRate RerrorRate 28 16 -1.280611e-01
## 1013 SrvDiffHostRate SrvRerrorRate 28 15 -1.290942e-01
## 1014 SrvDiffHostRate SameSrvRate 28 14 2.237411e-01
## 1015 SrvDiffHostRate DiffSrvRate 28 13 7.253239e-02
## 1016 SrvDiffHostRate SrvDiffHostRate 28 12 1.000000e+00
## 1017 SrvDiffHostRate DstHostCount 28 11 -2.046476e-01
## 1018 SrvDiffHostRate DstHostSrvCount 28 10 1.247300e-01
## 1019 SrvDiffHostRate DstHostSameSrvRate 28 9 1.585415e-01
## 1020 SrvDiffHostRate DstHostDiffSrvRate 28 8 -6.177086e-02
## 1021 SrvDiffHostRate DstHostSameSrcPortRate 28 7 2.392664e-02
## 1022 SrvDiffHostRate DstHostSrvDiffHostRate 28 6 9.770885e-02
## 1023 SrvDiffHostRate DstHostSerrorRate 28 5 -1.163624e-01
## 1024 SrvDiffHostRate DstHostSrvSerrorRate 28 4 -1.199349e-01
## 1025 SrvDiffHostRate DstHostRerrorRate 28 3 -1.508569e-01
## 1026 SrvDiffHostRate DstHostSrvRerrorRate 28 2 -1.288153e-01
## 1027 SrvDiffHostRate IsAttack 28 1 -2.053981e-01
## 1028 DstHostCount Duration 29 39 4.341527e-02
## 1029 DstHostCount SrcBytes 29 38 -3.905840e-03
## 1030 DstHostCount DstBytes 29 37 -4.345489e-02
## 1031 DstHostCount Land 29 36 -1.213619e-02
## 1032 DstHostCount WrongFragment 29 35 -1.686439e-02
## 1033 DstHostCount Urgent 29 34 -1.255194e-02
## 1034 DstHostCount Hot 29 33 1.285795e-04
## 1035 DstHostCount NumFailedLogin 29 32 3.781579e-02
## 1036 DstHostCount LoggedIn 29 31 -4.544817e-01
## 1037 DstHostCount NumCompromised 29 30 -9.650458e-03
## 1038 DstHostCount RootShell 29 29 -6.738560e-03
## 1039 DstHostCount SuAttempted 29 28 -6.521201e-03
## 1040 DstHostCount NumRoot 29 27 -1.083689e-02
## 1041 DstHostCount NumFile 29 26 -6.754760e-03
## 1042 DstHostCount NumShells 29 25 2.256934e-04
## 1043 DstHostCount NumAccessFiles 29 24 6.174971e-03
## 1044 DstHostCount IsHostLogin 29 22 -1.308376e-02
## 1045 DstHostCount IsGuestLogin 29 21 9.176152e-03
## 1046 DstHostCount Count 29 20 4.408110e-01
## 1047 DstHostCount SrvCount 29 19 1.109348e-01
## 1048 DstHostCount SerrorRate 29 18 2.320029e-01
## 1049 DstHostCount SrvSerrorRate 29 17 2.324470e-01
## 1050 DstHostCount RerrorRate 29 16 3.715640e-01
## 1051 DstHostCount SrvRerrorRate 29 15 3.684075e-01
## 1052 DstHostCount SameSrvRate 29 14 -4.722152e-01
## 1053 DstHostCount DiffSrvRate 29 13 1.572454e-01
## 1054 DstHostCount SrvDiffHostRate 29 12 -2.046476e-01
## 1055 DstHostCount DstHostCount 29 11 1.000000e+00
## 1056 DstHostCount DstHostSrvCount 29 10 -3.321197e-01
## 1057 DstHostCount DstHostSameSrvRate 29 9 -4.575797e-01
## 1058 DstHostCount DstHostDiffSrvRate 29 8 1.514028e-01
## 1059 DstHostCount DstHostSameSrcPortRate 29 7 -2.688852e-01
## 1060 DstHostCount DstHostSrvDiffHostRate 29 6 -3.975315e-01
## 1061 DstHostCount DstHostSerrorRate 29 5 2.340743e-01
## 1062 DstHostCount DstHostSrvSerrorRate 29 4 2.337149e-01
## 1063 DstHostCount DstHostRerrorRate 29 3 3.806096e-01
## 1064 DstHostCount DstHostSrvRerrorRate 29 2 3.676222e-01
## 1065 DstHostCount IsAttack 29 1 4.840132e-01
## 1066 DstHostSrvCount Duration 30 39 -9.964096e-03
## 1067 DstHostSrvCount SrcBytes 30 38 -9.820165e-03
## 1068 DstHostSrvCount DstBytes 30 37 4.108590e-02
## 1069 DstHostSrvCount Land 30 36 -1.486582e-02
## 1070 DstHostSrvCount WrongFragment 30 35 -3.330134e-02
## 1071 DstHostSrvCount Urgent 30 34 -1.215022e-02
## 1072 DstHostSrvCount Hot 30 33 -4.093106e-02
## 1073 DstHostSrvCount NumFailedLogin 30 32 -1.574095e-02
## 1074 DstHostSrvCount LoggedIn 30 31 7.795075e-01
## 1075 DstHostSrvCount NumCompromised 30 30 -9.411162e-03
## 1076 DstHostSrvCount RootShell 30 29 -1.680751e-02
## 1077 DstHostSrvCount SuAttempted 30 28 -8.757914e-03
## 1078 DstHostSrvCount NumRoot 30 27 -1.029182e-02
## 1079 DstHostSrvCount NumFile 30 26 -1.031570e-02
## 1080 DstHostSrvCount NumShells 30 25 -1.339377e-02
## 1081 DstHostSrvCount NumAccessFiles 30 24 7.672542e-03
## 1082 DstHostSrvCount IsHostLogin 30 22 -1.615714e-02
## 1083 DstHostSrvCount IsGuestLogin 30 21 -9.815169e-02
## 1084 DstHostSrvCount Count 30 20 -5.990733e-01
## 1085 DstHostSrvCount SrvCount 30 19 1.390196e-01
## 1086 DstHostSrvCount SerrorRate 30 18 -3.927762e-01
## 1087 DstHostSrvCount SrvSerrorRate 30 17 -3.908206e-01
## 1088 DstHostSrvCount RerrorRate 30 16 -6.342358e-01
## 1089 DstHostSrvCount SrvRerrorRate 30 15 -6.300388e-01
## 1090 DstHostSrvCount SameSrvRate 30 14 8.324072e-01
## 1091 DstHostSrvCount DiffSrvRate 30 13 -3.349431e-01
## 1092 DstHostSrvCount SrvDiffHostRate 30 12 1.247300e-01
## 1093 DstHostSrvCount DstHostCount 30 11 -3.321197e-01
## 1094 DstHostSrvCount DstHostSrvCount 30 10 1.000000e+00
## 1095 DstHostSrvCount DstHostSameSrvRate 30 9 9.387431e-01
## 1096 DstHostSrvCount DstHostDiffSrvRate 30 8 -4.103377e-01
## 1097 DstHostSrvCount DstHostSameSrcPortRate 30 7 1.279066e-02
## 1098 DstHostSrvCount DstHostSrvDiffHostRate 30 6 4.227945e-02
## 1099 DstHostSrvCount DstHostSerrorRate 30 5 -4.068779e-01
## 1100 DstHostSrvCount DstHostSrvSerrorRate 30 4 -4.005345e-01
## 1101 DstHostSrvCount DstHostRerrorRate 30 3 -6.551405e-01
## 1102 DstHostSrvCount DstHostSrvRerrorRate 30 2 -6.464673e-01
## 1103 DstHostSrvCount IsAttack 30 1 -7.801911e-01
## 1104 DstHostSameSrvRate Duration 31 39 -9.208037e-03
## 1105 DstHostSameSrvRate SrcBytes 31 38 -4.548945e-03
## 1106 DstHostSameSrvRate DstBytes 31 37 4.184211e-02
## 1107 DstHostSameSrvRate Land 31 36 -2.429287e-03
## 1108 DstHostSameSrvRate WrongFragment 31 35 -1.254319e-02
## 1109 DstHostSameSrvRate Urgent 31 34 -4.805203e-03
## 1110 DstHostSameSrvRate Hot 31 33 -3.046410e-02
## 1111 DstHostSameSrvRate NumFailedLogin 31 32 -1.439010e-02
## 1112 DstHostSameSrvRate LoggedIn 31 31 7.843585e-01
## 1113 DstHostSameSrvRate NumCompromised 31 30 -6.413799e-03
## 1114 DstHostSameSrvRate RootShell 31 29 -1.199469e-02
## 1115 DstHostSameSrvRate SuAttempted 31 28 -8.018267e-03
## 1116 DstHostSameSrvRate NumRoot 31 27 -7.128118e-03
## 1117 DstHostSameSrvRate NumFile 31 26 -9.201564e-03
## 1118 DstHostSameSrvRate NumShells 31 25 -1.055534e-02
## 1119 DstHostSameSrvRate NumAccessFiles 31 24 1.181249e-02
## 1120 DstHostSameSrvRate IsHostLogin 31 22 -7.187538e-03
## 1121 DstHostSameSrvRate IsGuestLogin 31 21 -7.846146e-02
## 1122 DstHostSameSrvRate Count 31 20 -6.550293e-01
## 1123 DstHostSameSrvRate SrvCount 31 19 1.313576e-01
## 1124 DstHostSameSrvRate SerrorRate 31 18 -4.239749e-01
## 1125 DstHostSameSrvRate SrvSerrorRate 31 17 -4.220893e-01
## 1126 DstHostSameSrvRate RerrorRate 31 16 -6.863160e-01
## 1127 DstHostSameSrvRate SrvRerrorRate 31 15 -6.815532e-01
## 1128 DstHostSameSrvRate SameSrvRate 31 14 8.967699e-01
## 1129 DstHostSameSrvRate DiffSrvRate 31 13 -3.580902e-01
## 1130 DstHostSameSrvRate SrvDiffHostRate 31 12 1.585415e-01
## 1131 DstHostSameSrvRate DstHostCount 31 11 -4.575797e-01
## 1132 DstHostSameSrvRate DstHostSrvCount 31 10 9.387431e-01
## 1133 DstHostSameSrvRate DstHostSameSrvRate 31 9 1.000000e+00
## 1134 DstHostSameSrvRate DstHostDiffSrvRate 31 8 -4.229478e-01
## 1135 DstHostSameSrvRate DstHostSameSrcPortRate 31 7 1.312447e-01
## 1136 DstHostSameSrvRate DstHostSrvDiffHostRate 31 6 1.636559e-01
## 1137 DstHostSameSrvRate DstHostSerrorRate 31 5 -4.386757e-01
## 1138 DstHostSameSrvRate DstHostSrvSerrorRate 31 4 -4.317063e-01
## 1139 DstHostSameSrvRate DstHostRerrorRate 31 3 -7.082967e-01
## 1140 DstHostSameSrvRate DstHostSrvRerrorRate 31 2 -6.980850e-01
## 1141 DstHostSameSrvRate IsAttack 31 1 -8.046856e-01
## 1142 DstHostDiffSrvRate Duration 32 39 4.340288e-02
## 1143 DstHostDiffSrvRate SrcBytes 32 38 1.175988e-03
## 1144 DstHostDiffSrvRate DstBytes 32 37 -2.436706e-02
## 1145 DstHostDiffSrvRate Land 32 36 -1.576874e-03
## 1146 DstHostDiffSrvRate WrongFragment 32 35 1.280775e-02
## 1147 DstHostDiffSrvRate Urgent 32 34 1.144023e-02
## 1148 DstHostDiffSrvRate Hot 32 33 3.276115e-02
## 1149 DstHostDiffSrvRate NumFailedLogin 32 32 -8.994689e-03
## 1150 DstHostDiffSrvRate LoggedIn 32 31 -3.218939e-01
## 1151 DstHostDiffSrvRate NumCompromised 32 30 3.032462e-03
## 1152 DstHostDiffSrvRate RootShell 32 29 1.208045e-02
## 1153 DstHostDiffSrvRate SuAttempted 32 28 1.178832e-03
## 1154 DstHostDiffSrvRate NumRoot 32 27 3.304701e-03
## 1155 DstHostDiffSrvRate NumFile 32 26 8.372459e-03
## 1156 DstHostDiffSrvRate NumShells 32 25 7.669002e-04
## 1157 DstHostDiffSrvRate NumAccessFiles 32 24 5.505389e-04
## 1158 DstHostDiffSrvRate IsHostLogin 32 22 1.936610e-02
## 1159 DstHostDiffSrvRate IsGuestLogin 32 21 8.278325e-02
## 1160 DstHostDiffSrvRate Count 32 20 3.522246e-01
## 1161 DstHostDiffSrvRate SrvCount 32 19 -7.723383e-02
## 1162 DstHostDiffSrvRate SerrorRate 32 18 1.222401e-01
## 1163 DstHostDiffSrvRate SrvSerrorRate 32 17 1.341463e-01
## 1164 DstHostDiffSrvRate RerrorRate 32 16 2.424159e-01
## 1165 DstHostDiffSrvRate SrvRerrorRate 32 15 2.290291e-01
## 1166 DstHostDiffSrvRate SameSrvRate 32 14 -3.263260e-01
## 1167 DstHostDiffSrvRate DiffSrvRate 32 13 6.149680e-01
## 1168 DstHostDiffSrvRate SrvDiffHostRate 32 12 -6.177086e-02
## 1169 DstHostDiffSrvRate DstHostCount 32 11 1.514028e-01
## 1170 DstHostDiffSrvRate DstHostSrvCount 32 10 -4.103377e-01
## 1171 DstHostDiffSrvRate DstHostSameSrvRate 32 9 -4.229478e-01
## 1172 DstHostDiffSrvRate DstHostDiffSrvRate 32 8 1.000000e+00
## 1173 DstHostDiffSrvRate DstHostSameSrcPortRate 32 7 1.430814e-01
## 1174 DstHostDiffSrvRate DstHostSrvDiffHostRate 32 6 -5.067857e-02
## 1175 DstHostDiffSrvRate DstHostSerrorRate 32 5 1.137463e-01
## 1176 DstHostDiffSrvRate DstHostSrvSerrorRate 32 4 1.337719e-01
## 1177 DstHostDiffSrvRate DstHostRerrorRate 32 3 2.882089e-01
## 1178 DstHostDiffSrvRate DstHostSrvRerrorRate 32 2 2.356994e-01
## 1179 DstHostDiffSrvRate IsAttack 32 1 3.289550e-01
## 1180 DstHostSameSrcPortRate Duration 33 39 -1.735303e-02
## 1181 DstHostSameSrcPortRate SrcBytes 33 38 1.147657e-02
## 1182 DstHostSameSrcPortRate DstBytes 33 37 -6.356301e-03
## 1183 DstHostSameSrcPortRate Land 33 36 2.363920e-02
## 1184 DstHostSameSrcPortRate WrongFragment 33 35 6.212667e-02
## 1185 DstHostSameSrcPortRate Urgent 33 34 4.583047e-03
## 1186 DstHostSameSrcPortRate Hot 33 33 -1.178834e-02
## 1187 DstHostSameSrcPortRate NumFailedLogin 33 32 -2.545887e-02
## 1188 DstHostSameSrcPortRate LoggedIn 33 31 -1.402389e-01
## 1189 DstHostSameSrcPortRate NumCompromised 33 30 -5.247522e-04
## 1190 DstHostSameSrcPortRate RootShell 33 29 1.067270e-03
## 1191 DstHostSameSrcPortRate SuAttempted 33 28 -1.945406e-03
## 1192 DstHostSameSrcPortRate NumRoot 33 27 4.389377e-05
## 1193 DstHostSameSrcPortRate NumFile 33 26 -6.158003e-04
## 1194 DstHostSameSrcPortRate NumShells 33 25 -3.686093e-04
## 1195 DstHostSameSrcPortRate NumAccessFiles 33 24 -1.346964e-02
## 1196 DstHostSameSrcPortRate IsHostLogin 33 22 1.610562e-02
## 1197 DstHostSameSrcPortRate IsGuestLogin 33 21 -2.607718e-02
## 1198 DstHostSameSrcPortRate Count 33 20 5.896185e-02
## 1199 DstHostSameSrcPortRate SrvCount 33 19 3.965463e-01
## 1200 DstHostSameSrcPortRate SerrorRate 33 18 -9.626672e-02
## 1201 DstHostSameSrcPortRate SrvSerrorRate 33 17 -9.616372e-02
## 1202 DstHostSameSrcPortRate RerrorRate 33 16 -1.594657e-01
## 1203 DstHostSameSrcPortRate SrvRerrorRate 33 15 -1.577288e-01
## 1204 DstHostSameSrcPortRate SameSrvRate 33 14 1.550289e-01
## 1205 DstHostSameSrcPortRate DiffSrvRate 33 13 5.373388e-02
## 1206 DstHostSameSrcPortRate SrvDiffHostRate 33 12 2.392664e-02
## 1207 DstHostSameSrcPortRate DstHostCount 33 11 -2.688852e-01
## 1208 DstHostSameSrcPortRate DstHostSrvCount 33 10 1.279066e-02
## 1209 DstHostSameSrcPortRate DstHostSameSrvRate 33 9 1.312447e-01
## 1210 DstHostSameSrcPortRate DstHostDiffSrvRate 33 8 1.430814e-01
## 1211 DstHostSameSrcPortRate DstHostSameSrcPortRate 33 7 1.000000e+00
## 1212 DstHostSameSrcPortRate DstHostSrvDiffHostRate 33 6 2.921454e-01
## 1213 DstHostSameSrcPortRate DstHostSerrorRate 33 5 -9.602562e-02
## 1214 DstHostSameSrcPortRate DstHostSrvSerrorRate 33 4 -9.609400e-02
## 1215 DstHostSameSrcPortRate DstHostRerrorRate 33 3 -1.600720e-01
## 1216 DstHostSameSrcPortRate DstHostSrvRerrorRate 33 2 -1.578929e-01
## 1217 DstHostSameSrcPortRate IsAttack 33 1 -8.140553e-03
## 1218 DstHostSrvDiffHostRate Duration 34 39 -1.425440e-02
## 1219 DstHostSrvDiffHostRate SrcBytes 34 38 6.490647e-03
## 1220 DstHostSrvDiffHostRate DstBytes 34 37 2.365986e-02
## 1221 DstHostSrvDiffHostRate Land 34 36 9.301786e-02
## 1222 DstHostSrvDiffHostRate WrongFragment 34 35 6.132752e-02
## 1223 DstHostSrvDiffHostRate Urgent 34 34 1.060031e-02
## 1224 DstHostSrvDiffHostRate Hot 34 33 -4.446193e-03
## 1225 DstHostSrvDiffHostRate NumFailedLogin 34 32 -2.036535e-02
## 1226 DstHostSrvDiffHostRate LoggedIn 34 31 7.011745e-02
## 1227 DstHostSrvDiffHostRate NumCompromised 34 30 -6.314282e-04
## 1228 DstHostSrvDiffHostRate RootShell 34 29 1.195895e-02
## 1229 DstHostSrvDiffHostRate SuAttempted 34 28 -2.062607e-03
## 1230 DstHostSrvDiffHostRate NumRoot 34 27 7.273442e-04
## 1231 DstHostSrvDiffHostRate NumFile 34 26 6.763930e-03
## 1232 DstHostSrvDiffHostRate NumShells 34 25 2.326026e-02
## 1233 DstHostSrvDiffHostRate NumAccessFiles 34 24 6.995358e-03
## 1234 DstHostSrvDiffHostRate IsHostLogin 34 22 -3.724123e-03
## 1235 DstHostSrvDiffHostRate IsGuestLogin 34 21 -2.484360e-02
## 1236 DstHostSrvDiffHostRate Count 34 20 -1.762410e-01
## 1237 DstHostSrvDiffHostRate SrvCount 34 19 -4.569741e-02
## 1238 DstHostSrvDiffHostRate SerrorRate 34 18 -9.008645e-02
## 1239 DstHostSrvDiffHostRate SrvSerrorRate 34 17 -9.004272e-02
## 1240 DstHostSrvDiffHostRate RerrorRate 34 16 -1.451976e-01
## 1241 DstHostSrvDiffHostRate SrvRerrorRate 34 15 -1.430485e-01
## 1242 DstHostSrvDiffHostRate SameSrvRate 34 14 1.835253e-01
## 1243 DstHostSrvDiffHostRate DiffSrvRate 34 13 -5.838959e-02
## 1244 DstHostSrvDiffHostRate SrvDiffHostRate 34 12 9.770885e-02
## 1245 DstHostSrvDiffHostRate DstHostCount 34 11 -3.975315e-01
## 1246 DstHostSrvDiffHostRate DstHostSrvCount 34 10 4.227945e-02
## 1247 DstHostSrvDiffHostRate DstHostSameSrvRate 34 9 1.636559e-01
## 1248 DstHostSrvDiffHostRate DstHostDiffSrvRate 34 8 -5.067857e-02
## 1249 DstHostSrvDiffHostRate DstHostSameSrcPortRate 34 7 2.921454e-01
## 1250 DstHostSrvDiffHostRate DstHostSrvDiffHostRate 34 6 1.000000e+00
## 1251 DstHostSrvDiffHostRate DstHostSerrorRate 34 5 -8.876025e-02
## 1252 DstHostSrvDiffHostRate DstHostSrvSerrorRate 34 4 -9.018241e-02
## 1253 DstHostSrvDiffHostRate DstHostRerrorRate 34 3 -1.495644e-01
## 1254 DstHostSrvDiffHostRate DstHostSrvRerrorRate 34 2 -1.431202e-01
## 1255 DstHostSrvDiffHostRate IsAttack 34 1 -8.822423e-02
## 1256 DstHostSerrorRate Duration 35 39 4.976149e-02
## 1257 DstHostSerrorRate SrcBytes 35 38 -4.434385e-03
## 1258 DstHostSerrorRate DstBytes 35 37 -2.906165e-02
## 1259 DstHostSerrorRate Land 35 36 2.008967e-02
## 1260 DstHostSerrorRate WrongFragment 35 35 -4.773876e-03
## 1261 DstHostSerrorRate Urgent 35 34 -2.367325e-03
## 1262 DstHostSerrorRate Hot 35 33 -1.585627e-02
## 1263 DstHostSerrorRate NumFailedLogin 35 32 -2.544398e-02
## 1264 DstHostSerrorRate LoggedIn 35 31 -3.922446e-01
## 1265 DstHostSerrorRate NumCompromised 35 30 -2.526897e-03
## 1266 DstHostSerrorRate RootShell 35 29 -5.195676e-03
## 1267 DstHostSerrorRate SuAttempted 35 28 -2.567430e-03
## 1268 DstHostSerrorRate NumRoot 35 27 -2.380460e-03
## 1269 DstHostSerrorRate NumFile 35 26 -1.987779e-03
## 1270 DstHostSerrorRate NumShells 35 25 2.733909e-03
## 1271 DstHostSerrorRate NumAccessFiles 35 24 -1.610127e-02
## 1272 DstHostSerrorRate IsHostLogin 35 22 -4.214138e-03
## 1273 DstHostSerrorRate IsGuestLogin 35 21 -1.573890e-02
## 1274 DstHostSerrorRate Count 35 20 3.051544e-01
## 1275 DstHostSerrorRate SrvCount 35 19 -4.727635e-02
## 1276 DstHostSerrorRate SerrorRate 35 18 9.665980e-01
## 1277 DstHostSerrorRate SrvSerrorRate 35 17 9.457686e-01
## 1278 DstHostSerrorRate RerrorRate 35 16 -1.479510e-01
## 1279 DstHostSerrorRate SrvRerrorRate 35 15 -1.406541e-01
## 1280 DstHostSerrorRate SameSrvRate 35 14 -4.523969e-01
## 1281 DstHostSerrorRate DiffSrvRate 35 13 6.188234e-02
## 1282 DstHostSerrorRate SrvDiffHostRate 35 12 -1.163624e-01
## 1283 DstHostSerrorRate DstHostCount 35 11 2.340743e-01
## 1284 DstHostSerrorRate DstHostSrvCount 35 10 -4.068779e-01
## 1285 DstHostSerrorRate DstHostSameSrvRate 35 9 -4.386757e-01
## 1286 DstHostSerrorRate DstHostDiffSrvRate 35 8 1.137463e-01
## 1287 DstHostSerrorRate DstHostSameSrcPortRate 35 7 -9.602562e-02
## 1288 DstHostSerrorRate DstHostSrvDiffHostRate 35 6 -8.876025e-02
## 1289 DstHostSerrorRate DstHostSerrorRate 35 5 1.000000e+00
## 1290 DstHostSerrorRate DstHostSrvSerrorRate 35 4 9.702935e-01
## 1291 DstHostSerrorRate DstHostRerrorRate 35 3 -1.426678e-01
## 1292 DstHostSerrorRate DstHostSrvRerrorRate 35 2 -1.360722e-01
## 1293 DstHostSerrorRate IsAttack 35 1 4.252789e-01
## 1294 DstHostSrvSerrorRate Duration 36 39 5.844939e-02
## 1295 DstHostSrvSerrorRate SrcBytes 36 38 -4.329128e-03
## 1296 DstHostSrvSerrorRate DstBytes 36 37 -2.686276e-02
## 1297 DstHostSrvSerrorRate Land 36 36 2.739938e-02
## 1298 DstHostSrvSerrorRate WrongFragment 36 35 -1.092009e-02
## 1299 DstHostSrvSerrorRate Urgent 36 34 -3.466025e-03
## 1300 DstHostSrvSerrorRate Hot 36 33 -2.085409e-02
## 1301 DstHostSrvSerrorRate NumFailedLogin 36 32 -2.469069e-02
## 1302 DstHostSrvSerrorRate LoggedIn 36 31 -3.931390e-01
## 1303 DstHostSrvSerrorRate NumCompromised 36 30 -2.152520e-03
## 1304 DstHostSrvSerrorRate RootShell 36 29 -4.894508e-03
## 1305 DstHostSrvSerrorRate SuAttempted 36 28 -2.537146e-03
## 1306 DstHostSrvSerrorRate NumRoot 36 27 -2.073343e-03
## 1307 DstHostSrvSerrorRate NumFile 36 26 -1.353931e-03
## 1308 DstHostSrvSerrorRate NumShells 36 25 7.455390e-03
## 1309 DstHostSrvSerrorRate NumAccessFiles 36 24 -1.580055e-02
## 1310 DstHostSrvSerrorRate IsHostLogin 36 22 -4.164430e-03
## 1311 DstHostSrvSerrorRate IsGuestLogin 36 21 -3.213812e-02
## 1312 DstHostSrvSerrorRate Count 36 20 3.076703e-01
## 1313 DstHostSrvSerrorRate SrvCount 36 19 -4.701363e-02
## 1314 DstHostSrvSerrorRate SerrorRate 36 18 9.583626e-01
## 1315 DstHostSrvSerrorRate SrvSerrorRate 36 17 9.741907e-01
## 1316 DstHostSrvSerrorRate RerrorRate 36 16 -1.417705e-01
## 1317 DstHostSrvSerrorRate SrvRerrorRate 36 15 -1.606869e-01
## 1318 DstHostSrvSerrorRate SameSrvRate 36 14 -4.483843e-01
## 1319 DstHostSrvSerrorRate DiffSrvRate 36 13 7.472808e-02
## 1320 DstHostSrvSerrorRate SrvDiffHostRate 36 12 -1.199349e-01
## 1321 DstHostSrvSerrorRate DstHostCount 36 11 2.337149e-01
## 1322 DstHostSrvSerrorRate DstHostSrvCount 36 10 -4.005345e-01
## 1323 DstHostSrvSerrorRate DstHostSameSrvRate 36 9 -4.317063e-01
## 1324 DstHostSrvSerrorRate DstHostDiffSrvRate 36 8 1.337719e-01
## 1325 DstHostSrvSerrorRate DstHostSameSrcPortRate 36 7 -9.609400e-02
## 1326 DstHostSrvSerrorRate DstHostSrvDiffHostRate 36 6 -9.018241e-02
## 1327 DstHostSrvSerrorRate DstHostSerrorRate 36 5 9.702935e-01
## 1328 DstHostSrvSerrorRate DstHostSrvSerrorRate 36 4 1.000000e+00
## 1329 DstHostSrvSerrorRate DstHostRerrorRate 36 3 -1.294499e-01
## 1330 DstHostSrvSerrorRate DstHostSrvRerrorRate 36 2 -1.572613e-01
## 1331 DstHostSrvSerrorRate IsAttack 36 1 4.236031e-01
## 1332 DstHostRerrorRate Duration 37 39 -1.158519e-02
## 1333 DstHostRerrorRate SrcBytes 37 38 -5.498156e-03
## 1334 DstHostRerrorRate DstBytes 37 37 -4.621218e-02
## 1335 DstHostRerrorRate Land 37 36 -5.676859e-03
## 1336 DstHostRerrorRate WrongFragment 37 35 -1.115600e-02
## 1337 DstHostRerrorRate Urgent 37 34 -4.648344e-03
## 1338 DstHostRerrorRate Hot 37 33 -2.034933e-02
## 1339 DstHostRerrorRate NumFailedLogin 37 32 -3.756972e-02
## 1340 DstHostRerrorRate LoggedIn 37 31 -5.864229e-01
## 1341 DstHostRerrorRate NumCompromised 37 30 -4.482288e-03
## 1342 DstHostRerrorRate RootShell 37 29 -1.000199e-02
## 1343 DstHostRerrorRate SuAttempted 37 28 -4.036776e-03
## 1344 DstHostRerrorRate NumRoot 37 27 -3.927375e-03
## 1345 DstHostRerrorRate NumFile 37 26 -3.905621e-03
## 1346 DstHostRerrorRate NumShells 37 25 -4.400205e-03
## 1347 DstHostRerrorRate NumAccessFiles 37 24 -2.273349e-02
## 1348 DstHostRerrorRate IsHostLogin 37 22 -6.625899e-03
## 1349 DstHostRerrorRate IsGuestLogin 37 21 -1.326599e-02
## 1350 DstHostRerrorRate Count 37 20 5.999549e-01
## 1351 DstHostRerrorRate SrvCount 37 19 -7.741460e-02
## 1352 DstHostRerrorRate SerrorRate 37 18 -1.276429e-01
## 1353 DstHostRerrorRate SrvSerrorRate 37 17 -1.174081e-01
## 1354 DstHostRerrorRate RerrorRate 37 16 9.582492e-01
## 1355 DstHostRerrorRate SrvRerrorRate 37 15 9.467691e-01
## 1356 DstHostRerrorRate SameSrvRate 37 14 -7.428595e-01
## 1357 DstHostRerrorRate DiffSrvRate 37 13 2.574634e-01
## 1358 DstHostRerrorRate SrvDiffHostRate 37 12 -1.508569e-01
## 1359 DstHostRerrorRate DstHostCount 37 11 3.806096e-01
## 1360 DstHostRerrorRate DstHostSrvCount 37 10 -6.551405e-01
## 1361 DstHostRerrorRate DstHostSameSrvRate 37 9 -7.082967e-01
## 1362 DstHostRerrorRate DstHostDiffSrvRate 37 8 2.882089e-01
## 1363 DstHostRerrorRate DstHostSameSrcPortRate 37 7 -1.600720e-01
## 1364 DstHostRerrorRate DstHostSrvDiffHostRate 37 6 -1.495644e-01
## 1365 DstHostRerrorRate DstHostSerrorRate 37 5 -1.426678e-01
## 1366 DstHostRerrorRate DstHostSrvSerrorRate 37 4 -1.294499e-01
## 1367 DstHostRerrorRate DstHostRerrorRate 37 3 1.000000e+00
## 1368 DstHostRerrorRate DstHostSrvRerrorRate 37 2 9.625527e-01
## 1369 DstHostRerrorRate IsAttack 37 1 6.640932e-01
## 1370 DstHostSrvRerrorRate Duration 38 39 -2.709776e-02
## 1371 DstHostSrvRerrorRate SrcBytes 38 38 -5.519922e-03
## 1372 DstHostSrvRerrorRate DstBytes 38 37 -4.537040e-02
## 1373 DstHostSrvRerrorRate Land 38 36 -5.590117e-03
## 1374 DstHostSrvRerrorRate WrongFragment 38 35 -1.692658e-02
## 1375 DstHostSrvRerrorRate Urgent 38 34 -4.356155e-04
## 1376 DstHostSrvRerrorRate Hot 38 33 -3.195762e-02
## 1377 DstHostSrvRerrorRate NumFailedLogin 38 32 -3.166394e-02
## 1378 DstHostSrvRerrorRate LoggedIn 38 31 -5.902757e-01
## 1379 DstHostSrvRerrorRate NumCompromised 38 30 -4.008106e-03
## 1380 DstHostSrvRerrorRate RootShell 38 29 -8.708652e-03
## 1381 DstHostSrvRerrorRate SuAttempted 38 28 -3.932680e-03
## 1382 DstHostSrvRerrorRate NumRoot 38 27 -3.492887e-03
## 1383 DstHostSrvRerrorRate NumFile 38 26 -3.536075e-03
## 1384 DstHostSrvRerrorRate NumShells 38 25 -5.212252e-03
## 1385 DstHostSrvRerrorRate NumAccessFiles 38 24 -2.532107e-02
## 1386 DstHostSrvRerrorRate IsHostLogin 38 22 -6.455037e-03
## 1387 DstHostSrvRerrorRate IsGuestLogin 38 21 -5.015117e-02
## 1388 DstHostSrvRerrorRate Count 38 20 5.882756e-01
## 1389 DstHostSrvRerrorRate SrvCount 38 19 -7.826189e-02
## 1390 DstHostSrvRerrorRate SerrorRate 38 18 -1.295964e-01
## 1391 DstHostSrvRerrorRate SrvSerrorRate 38 17 -1.453804e-01
## 1392 DstHostSrvRerrorRate RerrorRate 38 16 9.715285e-01
## 1393 DstHostSrvRerrorRate SrvRerrorRate 38 15 9.818242e-01
## 1394 DstHostSrvRerrorRate SameSrvRate 38 14 -7.401381e-01
## 1395 DstHostSrvRerrorRate DiffSrvRate 38 13 2.766763e-01
## 1396 DstHostSrvRerrorRate SrvDiffHostRate 38 12 -1.288153e-01
## 1397 DstHostSrvRerrorRate DstHostCount 38 11 3.676222e-01
## 1398 DstHostSrvRerrorRate DstHostSrvCount 38 10 -6.464673e-01
## 1399 DstHostSrvRerrorRate DstHostSameSrvRate 38 9 -6.980850e-01
## 1400 DstHostSrvRerrorRate DstHostDiffSrvRate 38 8 2.356994e-01
## 1401 DstHostSrvRerrorRate DstHostSameSrcPortRate 38 7 -1.578929e-01
## 1402 DstHostSrvRerrorRate DstHostSrvDiffHostRate 38 6 -1.431202e-01
## 1403 DstHostSrvRerrorRate DstHostSerrorRate 38 5 -1.360722e-01
## 1404 DstHostSrvRerrorRate DstHostSrvSerrorRate 38 4 -1.572613e-01
## 1405 DstHostSrvRerrorRate DstHostRerrorRate 38 3 9.625527e-01
## 1406 DstHostSrvRerrorRate DstHostSrvRerrorRate 38 2 1.000000e+00
## 1407 DstHostSrvRerrorRate IsAttack 38 1 6.536556e-01
## 1408 IsAttack Duration 39 39 8.971356e-02
## 1409 IsAttack SrcBytes 39 38 1.257878e-02
## 1410 IsAttack DstBytes 39 37 -6.465397e-02
## 1411 IsAttack Land 39 36 1.378154e-02
## 1412 IsAttack WrongFragment 39 35 -2.232028e-03
## 1413 IsAttack Urgent 39 34 1.341944e-02
## 1414 IsAttack Hot 39 33 3.595121e-02
## 1415 IsAttack NumFailedLogin 39 32 9.603410e-02
## 1416 IsAttack LoggedIn 39 31 -7.794377e-01
## 1417 IsAttack NumCompromised 39 30 -1.158605e-03
## 1418 IsAttack RootShell 39 29 1.264771e-02
## 1419 IsAttack SuAttempted 39 28 -3.710451e-03
## 1420 IsAttack NumRoot 39 27 -2.351913e-03
## 1421 IsAttack NumFile 39 26 -1.463384e-03
## 1422 IsAttack NumShells 39 25 1.656377e-02
## 1423 IsAttack NumAccessFiles 39 24 -2.978909e-02
## 1424 IsAttack IsHostLogin 39 22 1.377457e-02
## 1425 IsAttack IsGuestLogin 39 21 9.338191e-02
## 1426 IsAttack Count 39 20 6.418846e-01
## 1427 IsAttack SrvCount 39 19 -4.551305e-03
## 1428 IsAttack SerrorRate 39 18 4.231564e-01
## 1429 IsAttack SrvSerrorRate 39 17 4.206692e-01
## 1430 IsAttack RerrorRate 39 16 6.596119e-01
## 1431 IsAttack SrvRerrorRate 39 15 6.538890e-01
## 1432 IsAttack SameSrvRate 39 14 -7.983562e-01
## 1433 IsAttack DiffSrvRate 39 13 3.059107e-01
## 1434 IsAttack SrvDiffHostRate 39 12 -2.053981e-01
## 1435 IsAttack DstHostCount 39 11 4.840132e-01
## 1436 IsAttack DstHostSrvCount 39 10 -7.801911e-01
## 1437 IsAttack DstHostSameSrvRate 39 9 -8.046856e-01
## 1438 IsAttack DstHostDiffSrvRate 39 8 3.289550e-01
## 1439 IsAttack DstHostSameSrcPortRate 39 7 -8.140553e-03
## 1440 IsAttack DstHostSrvDiffHostRate 39 6 -8.822423e-02
## 1441 IsAttack DstHostSerrorRate 39 5 4.252789e-01
## 1442 IsAttack DstHostSrvSerrorRate 39 4 4.236031e-01
## 1443 IsAttack DstHostRerrorRate 39 3 6.640932e-01
## 1444 IsAttack DstHostSrvRerrorRate 39 2 6.536556e-01
## 1445 IsAttack IsAttack 39 1 1.000000e+00
##
## $arg
## $arg$type
## [1] "full"
ncols <- ncol(data)
if(ncols != nfeatures){
cat(paste("the number of cols on the trainig dataset,", ncols,
"does not match the expected number of features", nfeatures, "."))
readingdataOK <- FALSE
}
if(readingdataOK)
{
respvarAttack <- data[, 42]
respvarAttackcat <- data[, 43]
respvarIsAttack <- data[, 44]
for(i in 1:ncols) {
df <- data.frame(data[ , i], data$Attack, data$AttackCat, data$IsAttack)
colnames(df) <- c(features[i,1], 'Attack', 'AttackCat', 'IsAttack')
minval <- min(df[ , 1])
maxval <- max(df[ , 1])
cat(paste('----------------------------\nDetails of feature', i, '[', features[i,1], ']:\n'), fill = TRUE)
cat(paste(' Data type:', features[i, 2]), fill = TRUE)
cat(paste(' Statistical type:', features[i, 3]), fill = TRUE)
cat(paste(' Field Description:', features[i, 4], '\n'), fill = TRUE)
nmissingvals <- sum(is.na(df[ , 1])) # 'is.finite()' function is used to identify non-NA and non-NaN values
cat(paste(' Number of Missing values:', nmissingvals, '\n\n'), fill = TRUE)
if(minval == maxval){
print('Both minimum and maximum values are the same!')
}else {
cat(paste(' Value Minimum:[', minval, '], Value Maximum:[', maxval, ']'), fill = TRUE)
if (features[i, 3] == 'symbolic'){
values <- levels(factor(df[ , 1])) # Getting the values
values.dis <- data.frame(table(df[ , 1])) # Getting values distribution
colnames(values.dis)[1] <- "Vals"
colnames(values.dis)[2] <- "Freq"
nvals <- nrow(values.dis)
values.dis <- values.dis[order(values.dis$Freq, decreasing=TRUE),]
if(nvals >= 30){
print(values.dis[1:30,], row.names = FALSE)
cat(paste("\n... [", (nvals-30), "more]" ), fill = TRUE)
barplot(values.dis$Freq[1:15], names.arg = values.dis$Vals[1:15],
xlab = "Values", ylab = "Occurrences", main = features[i,1])
}else{
print(values.dis, row.names = FALSE)
barplot(values.dis$Freq, names.arg = values.dis$Vals,
xlab = "Values", ylab = "Occurrences", main = features[i,1])
}
}else{
colmean <- mean(df[ , 1])
stdev <- sd(df[ , 1])
if(stdev == 0){
print(' Standard Deviation is 0 for the feauture.')
}else{
interquartile <- IQR(df[ , 1])
cat(paste(' Interquartile difference:[', interquartile, ']'), fill = TRUE)
if(interquartile == 0){print(' Requires looking for skewness.')}
corr_matrix <- cor(select_if(df, is.numeric))
print(corr_matrix)
plot <- corrplot(corr_matrix, method = 'number') # colorful number
print(plot)
print(str(df[ , 1]))
colsummary <- summary(df[ , 1])
print(colsummary)
hist(df[ , 1])
}
}
if( i < 42){
cat(paste('Scatter plot for', features[i,1], 'vs. Attack:'), fill = TRUE)
plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = Attack))
print(plot)
cat(paste('Scatter plot for', features[i,1], 'vs. Attack Categories:'), fill = TRUE)
plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = AttackCat))
print(plot)
cat(paste('Scatter plot for', features[i,1], 'vs. Is Attack Indicator:'), fill = TRUE)
plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = IsAttack))
print(plot)
}
}
}
}
## ----------------------------
## Details of feature 1 [ Duration ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The duration of the connection in seconds. It represents the length of time the connection lasted.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 57715 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## Duration IsAttack
## Duration 1.00000000 0.08971356
## IsAttack 0.08971356 1.00000000
## $corr
## Duration IsAttack
## Duration 1.00000000 0.08971356
## IsAttack 0.08971356 1.00000000
##
## $corrPos
## xName yName x y corr
## 1 Duration Duration 1 2 1.00000000
## 2 Duration IsAttack 1 1 0.08971356
## 3 IsAttack Duration 2 2 0.08971356
## 4 IsAttack IsAttack 2 1 1.00000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 0.00 0.00 70.76 0.00 57715.00
## Scatter plot for Duration vs. Attack:
## Scatter plot for Duration vs. Attack Categories:
## Scatter plot for Duration vs. Is Attack Indicator:
## ----------------------------
## Details of feature 2 [ ProtocolType ]:
##
## Data type: chr
## Statistical type: symbolic
## Field Description: The protocol type of the network connection, such as TCP, UDP, ICMP, etc. It indicates the communication protocol used in the connection.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ icmp ], Value Maximum:[ udp ]
## Vals Freq
## tcp 71124
## udp 4692
## icmp 1475
## Scatter plot for ProtocolType vs. Attack:
## Scatter plot for ProtocolType vs. Attack Categories:
## Scatter plot for ProtocolType vs. Is Attack Indicator:
## ----------------------------
## Details of feature 3 [ Service ]:
##
## Data type: chr
## Statistical type: symbolic
## Field Description: The specific service or application associated with the network connection, such as http, ftp, smtp, etc. It represents the service or application layer protocol running on top of the network protocol.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ auth ], Value Maximum:[ Z39_50 ]
## Vals Freq
## http 40350
## private 19291
## smtp 3574
## domain_u 2622
## telnet 1792
## ftp_data 1637
## pop_3 1135
## ecr_i 1110
## other 1038
## ftp 818
## imap4 331
## eco_i 300
## finger 291
## sunrpc 193
## auth 148
## time 78
## echo 69
## domain 68
## bgp 66
## link 66
## gopher 65
## netstat 65
## remote_job 65
## netbios_ns 64
## ctf 63
## iso_tsap 62
## nntp 62
## ntp_u 62
## uucp 62
## exec 61
##
## ... [ 35 more]
## Scatter plot for Service vs. Attack:
## Scatter plot for Service vs. Attack Categories:
## Scatter plot for Service vs. Is Attack Indicator:
## ----------------------------
## Details of feature 4 [ Flag ]:
##
## Data type: chr
## Statistical type: symbolic
## Field Description: Represents the status of the connection, indicating whether it is normal or if specific flags are set in the network packets. It provides information about the connection status, such as whether it is established, closed, or has certain flags set.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ OTH ], Value Maximum:[ SH ]
## Vals Freq
## SF 53624
## REJ 13988
## S0 7172
## RSTO 1380
## RSTR 718
## S3 274
## SH 80
## S1 27
## S2 22
## OTH 4
## RSTOS0 2
## Scatter plot for Flag vs. Attack:
## Scatter plot for Flag vs. Attack Categories:
## Scatter plot for Flag vs. Is Attack Indicator:
## ----------------------------
## Details of feature 5 [ SrcBytes ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of data bytes transferred from source to destination. They indicate the amount of data transferred between the source and destination hosts.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 62825648 ]
## Interquartile difference:[ 296 ]
## SrcBytes IsAttack
## SrcBytes 1.00000000 0.01257878
## IsAttack 0.01257878 1.00000000
## $corr
## SrcBytes IsAttack
## SrcBytes 1.00000000 0.01257878
## IsAttack 0.01257878 1.00000000
##
## $corrPos
## xName yName x y corr
## 1 SrcBytes SrcBytes 1 2 1.00000000
## 2 SrcBytes IsAttack 1 1 0.01257878
## 3 IsAttack SrcBytes 2 2 0.01257878
## 4 IsAttack IsAttack 2 1 1.00000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 105 105 105 105 29 105 223 230 105 105 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 0 211 3428 296 62825648
## Scatter plot for SrcBytes vs. Attack:
## Scatter plot for SrcBytes vs. Attack Categories:
## Scatter plot for SrcBytes vs. Is Attack Indicator:
## ----------------------------
## Details of feature 6 [ DstBytes ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of data bytes transferred from destination to source. They indicate the amount of data transferred between the destination and source hosts.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 5203179 ]
## Interquartile difference:[ 1774 ]
## DstBytes IsAttack
## DstBytes 1.00000000 -0.06465397
## IsAttack -0.06465397 1.00000000
## $corr
## DstBytes IsAttack
## DstBytes 1.00000000 -0.06465397
## IsAttack -0.06465397 1.00000000
##
## $corrPos
## xName yName x y corr
## 1 DstBytes DstBytes 1 2 1.00000000
## 2 DstBytes IsAttack 1 1 -0.06465397
## 3 IsAttack DstBytes 2 2 -0.06465397
## 4 IsAttack IsAttack 2 1 1.00000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 146 146 146 146 0 146 185 260 146 146 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 0 321 2871 1774 5203179
## Scatter plot for DstBytes vs. Attack:
## Scatter plot for DstBytes vs. Attack Categories:
## Scatter plot for DstBytes vs. Is Attack Indicator:
## ----------------------------
## Details of feature 7 [ Land ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates whether the connection is from/to the same host/port (land attack). It is a binary field that indicates if the connection is a "land" attack, where the source and destination IP addresses and ports are the same.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 0 77282
## 1 9
## Scatter plot for Land vs. Attack:
## Scatter plot for Land vs. Attack Categories:
## Scatter plot for Land vs. Is Attack Indicator:
## ----------------------------
## Details of feature 8 [ WrongFragment ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of wrong fragments received or sent. It represents the count of improperly formed or malformed IP fragments.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 3 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## WrongFragment IsAttack
## WrongFragment 1.000000000 -0.002232028
## IsAttack -0.002232028 1.000000000
## $corr
## WrongFragment IsAttack
## WrongFragment 1.000000000 -0.002232028
## IsAttack -0.002232028 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 WrongFragment WrongFragment 1 2 1.000000000
## 2 WrongFragment IsAttack 1 1 -0.002232028
## 3 IsAttack WrongFragment 2 2 -0.002232028
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.000000 0.000000 0.000000 0.002536 0.000000 3.000000
## Scatter plot for WrongFragment vs. Attack:
## Scatter plot for WrongFragment vs. Attack Categories:
## Scatter plot for WrongFragment vs. Is Attack Indicator:
## ----------------------------
## Details of feature 9 [ Urgent ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: The number of urgent packets. It indicates the number of packets with the urgent bit set.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 3 ]
## Vals Freq
## 0 77281
## 1 5
## 2 4
## 3 1
## Scatter plot for Urgent vs. Attack:
## Scatter plot for Urgent vs. Attack Categories:
## Scatter plot for Urgent vs. Is Attack Indicator:
## ----------------------------
## Details of feature 10 [ Hot ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: Indicates whether the login belongs to a "hot" list, which is a list of hosts that are considered potentially vulnerable or suspicious.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 101 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## Hot IsAttack
## Hot 1.00000000 0.03595121
## IsAttack 0.03595121 1.00000000
## $corr
## Hot IsAttack
## Hot 1.00000000 0.03595121
## IsAttack 0.03595121 1.00000000
##
## $corrPos
## xName yName x y corr
## 1 Hot Hot 1 2 1.00000000
## 2 Hot IsAttack 1 1 0.03595121
## 3 IsAttack Hot 2 2 0.03595121
## 4 IsAttack IsAttack 2 1 1.00000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.04011 0.00000 101.00000
## Scatter plot for Hot vs. Attack:
## Scatter plot for Hot vs. Attack Categories:
## Scatter plot for Hot vs. Is Attack Indicator:
## ----------------------------
## Details of feature 11 [ NumFailedLogin ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: The number of failed login attempts. It represents the count of failed login attempts in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 4 ]
## Vals Freq
## 0 76797
## 1 488
## 3 3
## 4 2
## 2 1
## Scatter plot for NumFailedLogin vs. Attack:
## Scatter plot for NumFailedLogin vs. Attack Categories:
## Scatter plot for NumFailedLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 12 [ LoggedIn ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates whether the login was successfully performed. It is a binary field that indicates if the login was successful or not.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 1 45214
## 0 32077
## Scatter plot for LoggedIn vs. Attack:
## Scatter plot for LoggedIn vs. Attack Categories:
## Scatter plot for LoggedIn vs. Is Attack Indicator:
## ----------------------------
## Details of feature 13 [ NumCompromised ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of compromised conditions. It represents the count of compromised conditions in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 796 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## NumCompromised IsAttack
## NumCompromised 1.000000000 -0.001158605
## IsAttack -0.001158605 1.000000000
## $corr
## NumCompromised IsAttack
## NumCompromised 1.000000000 -0.001158605
## IsAttack -0.001158605 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 NumCompromised NumCompromised 1 2 1.000000000
## 2 NumCompromised IsAttack 1 1 -0.001158605
## 3 IsAttack NumCompromised 2 2 -0.001158605
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.0361 0.0000 796.0000
## Scatter plot for NumCompromised vs. Attack:
## Scatter plot for NumCompromised vs. Attack Categories:
## Scatter plot for NumCompromised vs. Is Attack Indicator:
## ----------------------------
## Details of feature 14 [ RootShell ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates whether the root shell was obtained. It is a binary field that indicates if the root shell was obtained in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 0 77229
## 1 62
## Scatter plot for RootShell vs. Attack:
## Scatter plot for RootShell vs. Attack Categories:
## Scatter plot for RootShell vs. Is Attack Indicator:
## ----------------------------
## Details of feature 15 [ SuAttempted ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates whether the su command was attempted. It is a binary field that indicates if the su command was attempted in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 2 ]
## Vals Freq
## 0 77286
## 1 3
## 2 2
## Scatter plot for SuAttempted vs. Attack:
## Scatter plot for SuAttempted vs. Attack Categories:
## Scatter plot for SuAttempted vs. Is Attack Indicator:
## ----------------------------
## Details of feature 16 [ NumRoot ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of root accesses. It represents the count of root accesses in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 878 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## NumRoot IsAttack
## NumRoot 1.000000000 -0.002351913
## IsAttack -0.002351913 1.000000000
## $corr
## NumRoot IsAttack
## NumRoot 1.000000000 -0.002351913
## IsAttack -0.002351913 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 NumRoot NumRoot 1 2 1.000000000
## 2 NumRoot IsAttack 1 1 -0.002351913
## 3 IsAttack NumRoot 2 2 -0.002351913
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.0336 0.0000 878.0000
## Scatter plot for NumRoot vs. Attack:
## Scatter plot for NumRoot vs. Attack Categories:
## Scatter plot for NumRoot vs. Is Attack Indicator:
## ----------------------------
## Details of feature 17 [ NumFile ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of file creations. It represents the count of file creations in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 100 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## NumFile IsAttack
## NumFile 1.000000000 -0.001463384
## IsAttack -0.001463384 1.000000000
## $corr
## NumFile IsAttack
## NumFile 1.000000000 -0.001463384
## IsAttack -0.001463384 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 NumFile NumFile 1 2 1.000000000
## 2 NumFile IsAttack 1 1 -0.001463384
## 3 IsAttack NumFile 2 2 -0.001463384
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00e+00 0.00e+00 0.00e+00 3.86e-03 0.00e+00 1.00e+02
## Scatter plot for NumFile vs. Attack:
## Scatter plot for NumFile vs. Attack Categories:
## Scatter plot for NumFile vs. Is Attack Indicator:
## ----------------------------
## Details of feature 18 [ NumShells ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: The number of shell prompts. It represents the count of shell prompts in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 5 ]
## Vals Freq
## 0 77272
## 1 15
## 2 3
## 5 1
## Scatter plot for NumShells vs. Attack:
## Scatter plot for NumShells vs. Attack Categories:
## Scatter plot for NumShells vs. Is Attack Indicator:
## ----------------------------
## Details of feature 19 [ NumAccessFiles ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: The number of access control files. It represents the count of access control files in the session.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 4 ]
## Vals Freq
## 0 77063
## 1 220
## 2 6
## 3 1
## 4 1
## Scatter plot for NumAccessFiles vs. Attack:
## Scatter plot for NumAccessFiles vs. Attack Categories:
## Scatter plot for NumAccessFiles vs. Is Attack Indicator:
## ----------------------------
## Details of feature 20 [ NumOutboundCmds ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of outbound commands. It represents the count of outbound commands in the session.
##
## Number of Missing values: 0
##
##
## [1] "Both minimum and maximum values are the same!"
## ----------------------------
## Details of feature 21 [ IsHostLogin ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates whether the login is a host login, which is a login attempt where the source of the login is a host machine, as opposed to a user login where the source is a specific user. It has a value of 1 if the login is a host login and 0 otherwise.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 0 77279
## 1 12
## Scatter plot for IsHostLogin vs. Attack:
## Scatter plot for IsHostLogin vs. Attack Categories:
## Scatter plot for IsHostLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 22 [ IsGuestLogin ]:
##
## Data type: int
## Statistical type: symbolic
## Field Description: Indicates if the login is a guest login. It is a binary field that indicates if the login is a guest login.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 0 76555
## 1 736
## Scatter plot for IsGuestLogin vs. Attack:
## Scatter plot for IsGuestLogin vs. Attack Categories:
## Scatter plot for IsGuestLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 23 [ Count ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: Represents the number of connections to the same host in the past two seconds. It indicates the count of connections to the same destination host within a specific time window.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 511 ]
## Interquartile difference:[ 117 ]
## Count IsAttack
## Count 1.0000000 0.6418846
## IsAttack 0.6418846 1.0000000
## $corr
## Count IsAttack
## Count 1.0000000 0.6418846
## IsAttack 0.6418846 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 Count Count 1 2 1.0000000
## 2 Count IsAttack 1 1 0.6418846
## 3 IsAttack Count 2 2 0.6418846
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 1 2 2 2 2 1 4 1 1 2 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 2.00 10.00 68.09 119.00 511.00
## Scatter plot for Count vs. Attack:
## Scatter plot for Count vs. Attack Categories:
## Scatter plot for Count vs. Is Attack Indicator:
## ----------------------------
## Details of feature 24 [ SrvCount ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of connections to the same service in the past two seconds. It represents the count of connections to the same service within a specific time window.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 511 ]
## Interquartile difference:[ 13 ]
## SrvCount IsAttack
## SrvCount 1.000000000 -0.004551305
## IsAttack -0.004551305 1.000000000
## $corr
## SrvCount IsAttack
## SrvCount 1.000000000 -0.004551305
## IsAttack -0.004551305 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 SrvCount SrvCount 1 2 1.000000000
## 2 SrvCount IsAttack 1 1 -0.004551305
## 3 IsAttack SrvCount 2 2 -0.004551305
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 1 2 2 2 1 1 4 19 1 2 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 3.00 8.00 18.34 16.00 511.00
## Scatter plot for SrvCount vs. Attack:
## Scatter plot for SrvCount vs. Attack Categories:
## Scatter plot for SrvCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 25 [ SerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## SerrorRate IsAttack
## SerrorRate 1.0000000 0.4231564
## IsAttack 0.4231564 1.0000000
## $corr
## SerrorRate IsAttack
## SerrorRate 1.0000000 0.4231564
## IsAttack 0.4231564 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 SerrorRate SerrorRate 1 2 1.0000000
## 2 SerrorRate IsAttack 1 1 0.4231564
## 3 IsAttack SerrorRate 2 2 0.4231564
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.09723 0.00000 1.00000
## Scatter plot for SerrorRate vs. Attack:
## Scatter plot for SerrorRate vs. Attack Categories:
## Scatter plot for SerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 26 [ SrvSerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## SrvSerrorRate IsAttack
## SrvSerrorRate 1.0000000 0.4206692
## IsAttack 0.4206692 1.0000000
## $corr
## SrvSerrorRate IsAttack
## SrvSerrorRate 1.0000000 0.4206692
## IsAttack 0.4206692 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 SrvSerrorRate SrvSerrorRate 1 2 1.0000000
## 2 SrvSerrorRate IsAttack 1 1 0.4206692
## 3 IsAttack SrvSerrorRate 2 2 0.4206692
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.0977 0.0000 1.0000
## Scatter plot for SrvSerrorRate vs. Attack:
## Scatter plot for SrvSerrorRate vs. Attack Categories:
## Scatter plot for SrvSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 27 [ RerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## RerrorRate IsAttack
## RerrorRate 1.0000000 0.6596119
## IsAttack 0.6596119 1.0000000
## $corr
## RerrorRate IsAttack
## RerrorRate 1.0000000 0.6596119
## IsAttack 0.6596119 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 RerrorRate RerrorRate 1 2 1.0000000
## 2 RerrorRate IsAttack 1 1 0.6596119
## 3 IsAttack RerrorRate 2 2 0.6596119
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.2094 0.0000 1.0000
## Scatter plot for RerrorRate vs. Attack:
## Scatter plot for RerrorRate vs. Attack Categories:
## Scatter plot for RerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 28 [ SrvRerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections to the same service.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## SrvRerrorRate IsAttack
## SrvRerrorRate 1.000000 0.653889
## IsAttack 0.653889 1.000000
## $corr
## SrvRerrorRate IsAttack
## SrvRerrorRate 1.000000 0.653889
## IsAttack 0.653889 1.000000
##
## $corrPos
## xName yName x y corr
## 1 SrvRerrorRate SrvRerrorRate 1 2 1.000000
## 2 SrvRerrorRate IsAttack 1 1 0.653889
## 3 IsAttack SrvRerrorRate 2 2 0.653889
## 4 IsAttack IsAttack 2 1 1.000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.2085 0.0000 1.0000
## Scatter plot for SrvRerrorRate vs. Attack:
## Scatter plot for SrvRerrorRate vs. Attack Categories:
## Scatter plot for SrvRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 29 [ SameSrvRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service. It represents the ratio of connections to the same service to the total number of connections.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.88 ]
## SameSrvRate IsAttack
## SameSrvRate 1.0000000 -0.7983562
## IsAttack -0.7983562 1.0000000
## $corr
## SameSrvRate IsAttack
## SameSrvRate 1.0000000 -0.7983562
## IsAttack -0.7983562 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 SameSrvRate SameSrvRate 1 2 1.0000000
## 2 SameSrvRate IsAttack 1 1 -0.7983562
## 3 IsAttack SameSrvRate 2 2 -0.7983562
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 1 1 1 1 0.5 1 1 1 1 1 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.1200 1.0000 0.7295 1.0000 1.0000
## Scatter plot for SameSrvRate vs. Attack:
## Scatter plot for SameSrvRate vs. Attack Categories:
## Scatter plot for SameSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 30 [ DiffSrvRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to different services. It indicates the ratio of connections to different services to the total number of connections.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.06 ]
## DiffSrvRate IsAttack
## DiffSrvRate 1.0000000 0.3059107
## IsAttack 0.3059107 1.0000000
## $corr
## DiffSrvRate IsAttack
## DiffSrvRate 1.0000000 0.3059107
## IsAttack 0.3059107 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DiffSrvRate DiffSrvRate 1 2 1.0000000
## 2 DiffSrvRate IsAttack 1 1 0.3059107
## 3 IsAttack DiffSrvRate 2 2 0.3059107
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 1 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.04663 0.06000 1.00000
## Scatter plot for DiffSrvRate vs. Attack:
## Scatter plot for DiffSrvRate vs. Attack Categories:
## Scatter plot for DiffSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 31 [ SrvDiffHostRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to different hosts for the same service. It is the ratio of connections to different hosts for the same service to the total number of connections to the same service.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.08 ]
## SrvDiffHostRate IsAttack
## SrvDiffHostRate 1.0000000 -0.2053981
## IsAttack -0.2053981 1.0000000
## $corr
## SrvDiffHostRate IsAttack
## SrvDiffHostRate 1.0000000 -0.2053981
## IsAttack -0.2053981 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 SrvDiffHostRate SrvDiffHostRate 1 2 1.0000000
## 2 SrvDiffHostRate IsAttack 1 1 -0.2053981
## 3 IsAttack SrvDiffHostRate 2 2 -0.2053981
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0.11 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.09743 0.08000 1.00000
## Scatter plot for SrvDiffHostRate vs. Attack:
## Scatter plot for SrvDiffHostRate vs. Attack Categories:
## Scatter plot for SrvDiffHostRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 32 [ DstHostCount ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of connections to the same destination host. It represents the count of connections to the same destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 255 ]
## Interquartile difference:[ 184 ]
## DstHostCount IsAttack
## DstHostCount 1.0000000 0.4840132
## IsAttack 0.4840132 1.0000000
## $corr
## DstHostCount IsAttack
## DstHostCount 1.0000000 0.4840132
## IsAttack 0.4840132 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostCount DstHostCount 1 2 1.0000000
## 2 DstHostCount IsAttack 1 1 0.4840132
## 3 IsAttack DstHostCount 2 2 0.4840132
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 255 255 255 255 10 255 71 3 255 255 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0 71.0 255.0 178.4 255.0 255.0
## Scatter plot for DstHostCount vs. Attack:
## Scatter plot for DstHostCount vs. Attack Categories:
## Scatter plot for DstHostCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 33 [ DstHostSrvCount ]:
##
## Data type: int
## Statistical type: continuous
## Field Description: The number of connections to the same service on the destination host. It indicates the count of connections to the same service on the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 255 ]
## Interquartile difference:[ 239 ]
## DstHostSrvCount IsAttack
## DstHostSrvCount 1.0000000 -0.7801911
## IsAttack -0.7801911 1.0000000
## $corr
## DstHostSrvCount IsAttack
## DstHostSrvCount 1.0000000 -0.7801911
## IsAttack -0.7801911 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSrvCount DstHostSrvCount 1 2 1.0000000
## 2 DstHostSrvCount IsAttack 1 1 -0.7801911
## 3 IsAttack DstHostSrvCount 2 2 -0.7801911
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## int [1:77291] 254 254 254 255 3 253 255 255 254 252 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0 16.0 250.0 158.3 255.0 255.0
## Scatter plot for DstHostSrvCount vs. Attack:
## Scatter plot for DstHostSrvCount vs. Attack Categories:
## Scatter plot for DstHostSrvCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 34 [ DstHostSameSrvRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service on the destination host. It is the ratio of connections to the same service on the destination host to the total number of connections to the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.93 ]
## DstHostSameSrvRate IsAttack
## DstHostSameSrvRate 1.0000000 -0.8046856
## IsAttack -0.8046856 1.0000000
## $corr
## DstHostSameSrvRate IsAttack
## DstHostSameSrvRate 1.0000000 -0.8046856
## IsAttack -0.8046856 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSameSrvRate DstHostSameSrvRate 1 2 1.0000000
## 2 DstHostSameSrvRate IsAttack 1 1 -0.8046856
## 3 IsAttack DstHostSameSrvRate 2 2 -0.8046856
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 1 1 1 1 0.3 0.99 1 1 1 0.99 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0700 1.0000 0.6607 1.0000 1.0000
## Scatter plot for DstHostSameSrvRate vs. Attack:
## Scatter plot for DstHostSameSrvRate vs. Attack Categories:
## Scatter plot for DstHostSameSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 35 [ DstHostDiffSrvRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to different services on the destination host. It represents the ratio of connections to different services on the destination host to the total number of connections to the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.06 ]
## DstHostDiffSrvRate IsAttack
## DstHostDiffSrvRate 1.000000 0.328955
## IsAttack 0.328955 1.000000
## $corr
## DstHostDiffSrvRate IsAttack
## DstHostDiffSrvRate 1.000000 0.328955
## IsAttack 0.328955 1.000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostDiffSrvRate DstHostDiffSrvRate 1 2 1.000000
## 2 DstHostDiffSrvRate IsAttack 1 1 0.328955
## 3 IsAttack DstHostDiffSrvRate 2 2 0.328955
## 4 IsAttack IsAttack 2 1 1.000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0.01 0.01 0.01 0 0.3 0.01 0 0 0.01 0.01 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.04629 0.06000 1.00000
## Scatter plot for DstHostDiffSrvRate vs. Attack:
## Scatter plot for DstHostDiffSrvRate vs. Attack Categories:
## Scatter plot for DstHostDiffSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 36 [ DstHostSameSrcPortRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections from the same source port to the destination host. It is the ratio of connections from the same source port to the destination host to the total number of connections to the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.02 ]
## DstHostSameSrcPortRate IsAttack
## DstHostSameSrcPortRate 1.000000000 -0.008140553
## IsAttack -0.008140553 1.000000000
## $corr
## DstHostSameSrcPortRate IsAttack
## DstHostSameSrcPortRate 1.000000000 -0.008140553
## IsAttack -0.008140553 1.000000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSameSrcPortRate DstHostSameSrcPortRate 1 2 1.000000000
## 2 DstHostSameSrcPortRate IsAttack 1 1 -0.008140553
## 3 IsAttack DstHostSameSrcPortRate 2 2 -0.008140553
## 4 IsAttack IsAttack 2 1 1.000000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0.01 0.01 0.3 0 0.01 0.33 0.01 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.07667 0.02000 1.00000
## Scatter plot for DstHostSameSrcPortRate vs. Attack:
## Scatter plot for DstHostSameSrcPortRate vs. Attack Categories:
## Scatter plot for DstHostSameSrcPortRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 37 [ DstHostSrvDiffHostRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service on different hosts. It indicates the ratio of connections to the same service on different hosts to the total number of connections to the same service.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.02 ]
## DstHostSrvDiffHostRate IsAttack
## DstHostSrvDiffHostRate 1.00000000 -0.08822423
## IsAttack -0.08822423 1.00000000
## $corr
## DstHostSrvDiffHostRate IsAttack
## DstHostSrvDiffHostRate 1.00000000 -0.08822423
## IsAttack -0.08822423 1.00000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSrvDiffHostRate DstHostSrvDiffHostRate 1 2 1.00000000
## 2 DstHostSrvDiffHostRate IsAttack 1 1 -0.08822423
## 3 IsAttack DstHostSrvDiffHostRate 2 2 -0.08822423
## 4 IsAttack IsAttack 2 1 1.00000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0.01 0.07 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.01571 0.02000 1.00000
## Scatter plot for DstHostSrvDiffHostRate vs. Attack:
## Scatter plot for DstHostSrvDiffHostRate vs. Attack Categories:
## Scatter plot for DstHostSrvDiffHostRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 38 [ DstHostSerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the destination host that have SYN errors. It represents the ratio of connections with SYN errors to the total number of connections to the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## DstHostSerrorRate IsAttack
## DstHostSerrorRate 1.0000000 0.4252789
## IsAttack 0.4252789 1.0000000
## $corr
## DstHostSerrorRate IsAttack
## DstHostSerrorRate 1.0000000 0.4252789
## IsAttack 0.4252789 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSerrorRate DstHostSerrorRate 1 2 1.0000000
## 2 DstHostSerrorRate IsAttack 1 1 0.4252789
## 3 IsAttack DstHostSerrorRate 2 2 0.4252789
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0.33 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.09549 0.00000 1.00000
## Scatter plot for DstHostSerrorRate vs. Attack:
## Scatter plot for DstHostSerrorRate vs. Attack Categories:
## Scatter plot for DstHostSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 39 [ DstHostSrvSerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service on the destination host that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service on the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## DstHostSrvSerrorRate IsAttack
## DstHostSrvSerrorRate 1.0000000 0.4236031
## IsAttack 0.4236031 1.0000000
## $corr
## DstHostSrvSerrorRate IsAttack
## DstHostSrvSerrorRate 1.0000000 0.4236031
## IsAttack 0.4236031 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSrvSerrorRate DstHostSrvSerrorRate 1 2 1.0000000
## 2 DstHostSrvSerrorRate IsAttack 1 1 0.4236031
## 3 IsAttack DstHostSrvSerrorRate 2 2 0.4236031
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00000 0.00000 0.00000 0.09615 0.00000 1.00000
## Scatter plot for DstHostSrvSerrorRate vs. Attack:
## Scatter plot for DstHostSrvSerrorRate vs. Attack Categories:
## Scatter plot for DstHostSrvSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 40 [ DstHostRerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0.04 ]
## DstHostRerrorRate IsAttack
## DstHostRerrorRate 1.0000000 0.6640932
## IsAttack 0.6640932 1.0000000
## $corr
## DstHostRerrorRate IsAttack
## DstHostRerrorRate 1.0000000 0.6640932
## IsAttack 0.6640932 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostRerrorRate DstHostRerrorRate 1 2 1.0000000
## 2 DstHostRerrorRate IsAttack 1 1 0.6640932
## 3 IsAttack DstHostRerrorRate 2 2 0.6640932
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.2083 0.0400 1.0000
## Scatter plot for DstHostRerrorRate vs. Attack:
## Scatter plot for DstHostRerrorRate vs. Attack Categories:
## Scatter plot for DstHostRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 41 [ DstHostSrvRerrorRate ]:
##
## Data type: num
## Statistical type: continuous
## Field Description: The percentage of connections to the same service on the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the same service on the destination host.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Interquartile difference:[ 0 ]
## [1] " Requires looking for skewness."
## DstHostSrvRerrorRate IsAttack
## DstHostSrvRerrorRate 1.0000000 0.6536556
## IsAttack 0.6536556 1.0000000
## $corr
## DstHostSrvRerrorRate IsAttack
## DstHostSrvRerrorRate 1.0000000 0.6536556
## IsAttack 0.6536556 1.0000000
##
## $corrPos
## xName yName x y corr
## 1 DstHostSrvRerrorRate DstHostSrvRerrorRate 1 2 1.0000000
## 2 DstHostSrvRerrorRate IsAttack 1 1 0.6536556
## 3 IsAttack DstHostSrvRerrorRate 2 2 0.6536556
## 4 IsAttack IsAttack 2 1 1.0000000
##
## $arg
## $arg$type
## [1] "full"
##
##
## num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.0000 0.0000 0.2058 0.0000 1.0000
## Scatter plot for DstHostSrvRerrorRate vs. Attack:
## Scatter plot for DstHostSrvRerrorRate vs. Attack Categories:
## Scatter plot for DstHostSrvRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 42 [ Attack ]:
##
## Data type: chr
## Statistical type: symbolic
## Field Description: Response variable with a value for each type of attack and the value normal. when no attack was suffered for the case.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ apache2. ], Value Maximum:[ xterm. ]
## Vals Freq
## normal. 47913
## neptune. 20332
## guess_passwd. 1302
## mscan. 1049
## warezmaster. 1002
## smurf. 936
## satan. 860
## apache2. 794
## processtable. 744
## back. 386
## saint. 364
## snmpguess. 359
## mailbomb. 308
## snmpgetattack. 179
## portsweep. 174
## ipsweep. 155
## httptunnel. 145
## nmap. 80
## pod. 45
## buffer_overflow. 22
## multihop. 18
## named. 17
## ps. 16
## sendmail. 15
## rootkit. 13
## xterm. 13
## teardrop. 12
## land. 9
## xlock. 9
## xsnoop. 4
##
## ... [ 8 more]
## ----------------------------
## Details of feature 43 [ AttackCat ]:
##
## Data type: chr
## Statistical type: symbolic
## Field Description: Response variable with a value for each category of attack and the value normal. when no attack was suffered for the case.
##
## Number of Missing values: 0
##
##
## Value Minimum:[ dos ], Value Maximum:[ unknown ]
## Vals Freq
## normal 47913
## dos 21720
## unknown 4022
## r2l 2328
## probe 1269
## u2r 39
## ----------------------------
## Details of feature 44 [ IsAttack ]:
##
## Data type: boolean
## Statistical type: symbolic
## Field Description: Response variable with the value '1' when the case suffered an attack and '0' when not, also corresponding to when the Attack feature equals "normal.".
##
## Number of Missing values: 0
##
##
## Value Minimum:[ 0 ], Value Maximum:[ 1 ]
## Vals Freq
## 0 47913
## 1 29378